{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "KFPcBuVFw61h"
   },
   "source": [
    "# DeepLab Demo\n",
    "\n",
    "This demo will demostrate the steps to run deeplab semantic segmentation model on sample input images."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "cellView": "code",
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     }
    },
    "colab_type": "code",
    "id": "kAbdmRmvq0Je"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/shengli/anaconda/envs/231n/lib/python3.6/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
      "  from ._conv import register_converters as _register_converters\n"
     ]
    }
   ],
   "source": [
    "#@title Imports\n",
    "\n",
    "import os\n",
    "from io import BytesIO\n",
    "import tarfile\n",
    "import tempfile\n",
    "from six.moves import urllib\n",
    "\n",
    "from matplotlib import gridspec\n",
    "from matplotlib import pyplot as plt\n",
    "import numpy as np\n",
    "from PIL import Image\n",
    "\n",
    "import tensorflow as tf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "cellView": "code",
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     }
    },
    "colab_type": "code",
    "id": "vN0kU6NJ1Ye5"
   },
   "outputs": [],
   "source": [
    "#@title Helper methods\n",
    "\n",
    "\n",
    "class DeepLabModel(object):\n",
    "  \"\"\"Class to load deeplab model and run inference.\"\"\"\n",
    "\n",
    "  INPUT_TENSOR_NAME = 'ImageTensor:0'\n",
    "  OUTPUT_TENSOR_NAME = 'SemanticPredictions:0'\n",
    "  INPUT_SIZE = 513\n",
    "  FROZEN_GRAPH_NAME = 'frozen_inference_graph'\n",
    "\n",
    "  def __init__(self, tarball_path):\n",
    "    \"\"\"Creates and loads pretrained deeplab model.\"\"\"\n",
    "    self.graph = tf.Graph()\n",
    "\n",
    "    graph_def = None\n",
    "    # Extract frozen graph from tar archive.\n",
    "    tar_file = tarfile.open(tarball_path)\n",
    "    for tar_info in tar_file.getmembers():\n",
    "      if self.FROZEN_GRAPH_NAME in os.path.basename(tar_info.name):\n",
    "        file_handle = tar_file.extractfile(tar_info)\n",
    "        graph_def = tf.GraphDef.FromString(file_handle.read())\n",
    "        break\n",
    "\n",
    "    tar_file.close()\n",
    "\n",
    "    if graph_def is None:\n",
    "      raise RuntimeError('Cannot find inference graph in tar archive.')\n",
    "\n",
    "    with self.graph.as_default():\n",
    "      tf.import_graph_def(graph_def, name='')\n",
    "\n",
    "    self.sess = tf.Session(graph=self.graph)\n",
    "\n",
    "  def run(self, image):\n",
    "    \"\"\"Runs inference on a single image.\n",
    "\n",
    "    Args:\n",
    "      image: A PIL.Image object, raw input image.\n",
    "\n",
    "    Returns:\n",
    "      resized_image: RGB image resized from original input image.\n",
    "      seg_map: Segmentation map of `resized_image`.\n",
    "    \"\"\"\n",
    "    width, height = image.size\n",
    "    resize_ratio = 1.0 * self.INPUT_SIZE / max(width, height)\n",
    "    target_size = (int(resize_ratio * width), int(resize_ratio * height))\n",
    "    resized_image = image.convert('RGB').resize(target_size, Image.ANTIALIAS)\n",
    "    batch_seg_map = self.sess.run(\n",
    "        self.OUTPUT_TENSOR_NAME,\n",
    "        feed_dict={self.INPUT_TENSOR_NAME: [np.asarray(resized_image)]})\n",
    "    seg_map = batch_seg_map[0]\n",
    "    return resized_image, seg_map\n",
    "\n",
    "\n",
    "def create_pascal_label_colormap():\n",
    "  \"\"\"Creates a label colormap used in PASCAL VOC segmentation benchmark.\n",
    "\n",
    "  Returns:\n",
    "    A Colormap for visualizing segmentation results.\n",
    "  \"\"\"\n",
    "  colormap = np.zeros((256, 3), dtype=int)\n",
    "  ind = np.arange(256, dtype=int)\n",
    "\n",
    "  for shift in reversed(range(8)):\n",
    "    for channel in range(3):\n",
    "      colormap[:, channel] |= ((ind >> channel) & 1) << shift\n",
    "    ind >>= 3\n",
    "\n",
    "  return colormap\n",
    "\n",
    "\n",
    "def label_to_color_image(label):\n",
    "  \"\"\"Adds color defined by the dataset colormap to the label.\n",
    "\n",
    "  Args:\n",
    "    label: A 2D array with integer type, storing the segmentation label.\n",
    "\n",
    "  Returns:\n",
    "    result: A 2D array with floating type. The element of the array\n",
    "      is the color indexed by the corresponding element in the input label\n",
    "      to the PASCAL color map.\n",
    "\n",
    "  Raises:\n",
    "    ValueError: If label is not of rank 2 or its value is larger than color\n",
    "      map maximum entry.\n",
    "  \"\"\"\n",
    "  if label.ndim != 2:\n",
    "    raise ValueError('Expect 2-D input label')\n",
    "\n",
    "  colormap = create_pascal_label_colormap()\n",
    "\n",
    "  if np.max(label) >= len(colormap):\n",
    "    raise ValueError('label value too large.')\n",
    "\n",
    "  return colormap[label]\n",
    "\n",
    "\n",
    "def vis_segmentation(image, seg_map):\n",
    "  \"\"\"Visualizes input image, segmentation map and overlay view.\"\"\"\n",
    "  plt.figure(figsize=(15, 5))\n",
    "  grid_spec = gridspec.GridSpec(1, 4, width_ratios=[6, 6, 6, 1])\n",
    "\n",
    "  plt.subplot(grid_spec[0])\n",
    "  plt.imshow(image)\n",
    "  plt.axis('off')\n",
    "  plt.title('input image')\n",
    "\n",
    "  plt.subplot(grid_spec[1])\n",
    "  seg_image = label_to_color_image(seg_map).astype(np.uint8)\n",
    "  plt.imshow(seg_image)\n",
    "  plt.axis('off')\n",
    "  plt.title('segmentation map')\n",
    "\n",
    "  plt.subplot(grid_spec[2])\n",
    "  plt.imshow(image)\n",
    "  plt.imshow(seg_image, alpha=0.7)\n",
    "  plt.axis('off')\n",
    "  plt.title('segmentation overlay')\n",
    "\n",
    "  unique_labels = np.unique(seg_map)\n",
    "  ax = plt.subplot(grid_spec[3])\n",
    "  plt.imshow(\n",
    "      FULL_COLOR_MAP[unique_labels].astype(np.uint8), interpolation='nearest')\n",
    "  ax.yaxis.tick_right()\n",
    "  plt.yticks(range(len(unique_labels)), LABEL_NAMES[unique_labels])\n",
    "  plt.xticks([], [])\n",
    "  ax.tick_params(width=0.0)\n",
    "  plt.grid('off')\n",
    "  plt.show()\n",
    "\n",
    "\n",
    "LABEL_NAMES = np.asarray([\n",
    "    'background', 'aeroplane', 'bicycle', 'bird', 'boat', 'bottle', 'bus',\n",
    "    'car', 'cat', 'chair', 'cow', 'diningtable', 'dog', 'horse', 'motorbike',\n",
    "    'person', 'pottedplant', 'sheep', 'sofa', 'train', 'tv'\n",
    "])\n",
    "\n",
    "FULL_LABEL_MAP = np.arange(len(LABEL_NAMES)).reshape(len(LABEL_NAMES), 1)\n",
    "FULL_COLOR_MAP = label_to_color_image(FULL_LABEL_MAP)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     }
    },
    "colab_type": "code",
    "id": "c4oXKmnjw6i_"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "downloading model, this might take a while...\n",
      "download completed! loading DeepLab model...\n",
      "model loaded successfully!\n"
     ]
    }
   ],
   "source": [
    "#@title Select and download models {display-mode: \"form\"}\n",
    "\n",
    "MODEL_NAME = 'mobilenetv2_coco_voctrainaug'  # @param ['mobilenetv2_coco_voctrainaug', 'mobilenetv2_coco_voctrainval', 'xception_coco_voctrainaug', 'xception_coco_voctrainval']\n",
    "\n",
    "_DOWNLOAD_URL_PREFIX = 'http://download.tensorflow.org/models/'\n",
    "_MODEL_URLS = {\n",
    "    'mobilenetv2_coco_voctrainaug':\n",
    "        'deeplabv3_mnv2_pascal_train_aug_2018_01_29.tar.gz',\n",
    "    'mobilenetv2_coco_voctrainval':\n",
    "        'deeplabv3_mnv2_pascal_trainval_2018_01_29.tar.gz',\n",
    "    'xception_coco_voctrainaug':\n",
    "        'deeplabv3_pascal_train_aug_2018_01_04.tar.gz',\n",
    "    'xception_coco_voctrainval':\n",
    "        'deeplabv3_pascal_trainval_2018_01_04.tar.gz',\n",
    "}\n",
    "_TARBALL_NAME = 'deeplab_model.tar.gz'\n",
    "\n",
    "model_dir = tempfile.mkdtemp()\n",
    "tf.gfile.MakeDirs(model_dir)\n",
    "\n",
    "download_path = os.path.join(model_dir, _TARBALL_NAME)\n",
    "print('downloading model, this might take a while...')\n",
    "urllib.request.urlretrieve(_DOWNLOAD_URL_PREFIX + _MODEL_URLS[MODEL_NAME],\n",
    "                   download_path)\n",
    "print('download completed! loading DeepLab model...')\n",
    "\n",
    "MODEL = DeepLabModel(download_path)\n",
    "print('model loaded successfully!')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "SZst78N-4OKO"
   },
   "source": [
    "## Run on sample images\n",
    "\n",
    "Select one of sample images (leave `IMAGE_URL` empty) or feed any internet image\n",
    "url for inference.\n",
    "\n",
    "Note that we are using single scale inference in the demo for fast computation,\n",
    "so the results may slightly differ from the visualizations in\n",
    "[README](https://github.com/tensorflow/models/blob/master/research/deeplab/README.md),\n",
    "which uses multi-scale and left-right flipped inputs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     }
    },
    "colab_type": "code",
    "id": "edGukUHXyymr"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "running deeplab on image https://github.com/tensorflow/models/blob/master/research/deeplab/g3doc/img/image2.jpg?raw=true...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/shengli/anaconda/envs/231n/lib/python3.6/site-packages/matplotlib/cbook/deprecation.py:107: MatplotlibDeprecationWarning: Passing one of 'on', 'true', 'off', 'false' as a boolean is deprecated; use an actual boolean (True/False) instead.\n",
      "  warnings.warn(message, mplDeprecation, stacklevel=1)\n"
     ]
    },
    {
     "data": {
      "image/png": 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eFBNaa7RW+OBRSqFEQUqEFBHAOY8xBq0V0QdMYbDWQkyIElIIxJTQJndRU4xoo/HOo43p5/0RQgyICCJCCIEYI23bUlW5v+ajQzAgqW/uU75HpzMHiaCVwoV8nQJEIiNTEFNEa53vleQ9CmtBQGuNkEDAaEWMCaXu9SlEhJQSz5z++bnoyyhA6vdXgvcBpTUxxPy8aUWIiW29zfc0JmJMWGtw3qHE0HUtCJTFCB8iMQasscQUcc6hlCBKI/3zW5QF6+Waoipom5aiMP0zq/HeUxSWpm2w2qKNwTuPSIKUqKoxPjhCCBhjkL4/lZ9zRQgRUUKMiZ/+lz/50NUVAy9PHgrL6/p4wcGFPTCaIIYnr1+jdYGd6V6uyJOnaWvq0DHfmXLx4h47c81jl6fMDxIz36Fmmqc/cp2Llw9IRFrnAc16tWJaVbiuZj6Z4Lqun/FM+opFkcQwqWZ0W0c1GmPQdM5xsloRIpTjCSIKpYSDy1cgLXBhydHxNcyoZrttEIlU4wKlItPxDtP5lOPVMaoLTCYz5hcu4CcjusZTjaeUkzHT2ZxqNKHedgQnOLWgjSfsXSiwsqEoNKJCbkAkMZvOqaoJnWsoK0MKjma5pCqKswo1BJjMpqQEe/sHrFcNbbPm8GRBqeHw6IjxfMrh4hhrLVpr6nqLc4HtZsOm3uJci48eWwhiDI8+dgWjhdg6ikmFKQyt98QYQBytXzIqRxhj2NY12lpsUTIaTdhsNpSjghgde7sXUKLZbGo2mxMSkStXHiGEhDKayXiKRlBJsEZDiJgYCaHFGIMpLKvNlkk1ppqMQBK78zl3795iOh+zrZcYErPpmMlsyrLeYguTGxijsNbgI2gtnHYMvPd0XfcCGxlISc72SYR8HxtHWZastxsSAVGRa09+mOu3n2K+U7HZHqNVYDK2rNcLIIJ4qqpkf2efw8Nj3LahKkccHR6Smo7dnR2stVTjimI2IRaW9z71IcaXD0hBKAqL0SWFrVgtV1hbsN3W7E3n7OzskUg89thVJmXB3t4uT127RoyB3Z0DVpstJ8cLjGhENM4I49kUJDeaAwMDAy9HgvPYwoIISVQewE4Jq4ssEFIixkBIEWM1RWkxRqhKgynApAhGaOqGoiyARMyqEu89WmlijBht8u/PqC6FhKC1IYbYC53c3jjvs3jSOm8pQlGWkBwxeTrXICoSQgQSWiuEhNEGbTTOOyTmZVuUpF44aW1QRmOMQSlNCDEPqoojJI8tFYLP9bokIJ0dVylDjCGL0hSJ3qH7+l9ESIAxmgTYosgiMXg651ACrnNoq3vhlIV7jFl8Bh/ORGVMvcATYVSNUCKkmNt+pfJ15DC2SEzuTPCHEBClUKJRWhN6QZxSxNoCAbwPWYiTKMtRPo6A0VnoCoISgQSSEilFRKksDkPoxXb+m1iTxZ8x+VzSX78xBt+XBUBUPmZKPKP/kNLps/LCOB/Bl8jCN8SIUnkQIOXCU9c1TbvFGo0PDpH8nHjvyVNS5+XCWjrXkUJAK03nOogRay0iCq0VymiSEtbbLbosAM5Eq1JZuJ4O7ltjMNYCMKpKtFJYa6nrhkTCWosPIYtjpH/3QBt9+loMDDwwHgrxqgRc3VCvVpRFxaopaLrEqj4BZYle44NG1AHzPUNVJi4fzLFF4uhaTQhrlJ9ycb7P8vYRI1EUohhPNSk1dG7NhYMpq+WK2XTG3t4+CdAjSzIKPR6xXGwQY1it11TjEUoLwXfM5hMWyyOEwM50Sr1ZsLtzBatn7O5eZVsHqqpEa8NmsyESqZvAfGePYjSiLRS60Eys4ZIpuXiww6g0pBgQYL1eo5RkkdXNmM2ucnTYcHRnS0oJ5xzz+Zy6rrl7eIf1akld12yahq5pmIxHrFcLvG+IMVIUI+p1x8nhMaUo5uMJpbHsHFxlYmZcuPwGKmUQH6mMZTadc+HSIxwdHyHaUNiCoijJDbDCOUfXNYgklDXM51OUUnTNlrIsIWqm1QViNBwdHrI7n5NSYrlaYkvL3t4ei8WCqhqzWq1IRJqm5uLFK4yrOVpGEIs8Oi0GrXIj0viOrW/ZNhtIEKKj61qsVrRNgw+OlBKhVVSjOXXTcmH/EkoUdbPF2DyS23UdpwZVa4SmaSg1LJerZzaOL1C8nrZNeYQ14L0nxsh2u2G72CJJs6kDISpUKDg5XHH58mtQ2lJvt4iCtmvRRUnnOzabDYU2jJQiEvGSaG3u5Ozu7eHalma1pEwt+yPDfKQIyTOZlLRdjfOBu4dPgzQkWu7evkPdrKlmBcvNXZKK1K5ltrsDRHyM7Mx3qNuG1gVCEgqJaBXQukHJ9gG+4QMDAwO/vaQQib3Q8VERI/jgQFRv2RKQAmMFraAsLKISrg6kFJCkKUyB77o8qIqgjQCBmDxlkTv3xvRWQ8jCRgmiFd4FkF7satW3FRHTi1BImF6MWVuixGDtiBDS2fYhBBIQYsLaAqUVUWXhpEUoRFEU9hlWvxBCb8UViAZjRrgu4roAiSy6jSGESNd1BO8IIZ6JTK3zdaUUSAmUaIKPuM6hyIJQiWDtCC2GohyjycJQKYUxlqIocc6BSLa8nvNqSimRYjgbJDW9uElnAlrQqgAUruuw1pBIuJAFrbXZwqu1yeUki+WyHKGVzZ5e6fR8cs8ym7IVO8R8H1KKxBgREWKIxD6xb4pk63qIFEWZrbEhIEqyVThGTrsL2aIYUQLe+Wdc4wvtU9xDyFbYbIkNIRBctrKHkH+TpHCdpywrRBQx+H7QIIvymGK22IrKAru3OEfJfRZrbbbqe48iYrVgVC631ups8KHrGiACka7tCMGjjcL7DiQRUkDb3jqeyNbdGAkpeyWI5EESkYgQPsH7MTDw0TwU4vXKwUWm1ZjQePzGUbeOWzePiJ3gXEQkcuP2dTBCvW2ZjOb4umC28xizouFXP3QNv36aJnh0YWlTYNN1gGD0iOgUq0VHVVUcnyxwXce4rKiPT1DOkdYNxhrEGsp5xZ3D22zXC1L0LI4P6Zqa5fFtTu7cQnAsjo9IUZAE0+kU0ZG22eBdZDqes7tziaOjYxSWwgtWKUaVYf+xPQod2d+ZYMTgnWNUFSQCIbQ0zRHb+pj5/ohqqlguV8QIm3VNURSMqyq7QO1dwtoJRTkmpUQXWkQlhNxIiBLmBwc0IaJGhvluybpeEfyapCKt6yiqirXvaFzH0dERo2rCbDYjOE+zaZnNdvABLEJdr0kCohXBeUpjmFUTkIamazC6oqwCu9M5pS0piwKjFYXVaKWZTmZ0ncdaTYye3b0pXdey3pzg44YurCiUxjUeW5Q09RabhKkdMUEhuqBQFpuESgmFKYGEhMSoLIipRenAen1EUWpiTHjnKEzZj54GnGupO8dkPCIlmM9nfUNozyryF0Ku4LNbldaaojDEEGhbx8W9OceHt/FqCzbQdQuqqeHO3Zts6gaiQaLCFJbNuiOhESKTieU4dZjxiElZMWoCTQrcuH4dQkK0Ydl51iGy9AHf1Tifrf7b7YY3f8qn41zEmJLLB6+hKnc5PNqy3UYaPKk0eBJt19I0NU23ZTypGO2MCNKwvv0hrl3/NWKT8PXQ0AwMDLw8GRUFRmtSSCSfXSvbtiMleuteoukaEAghopUhBcHYCqMiq21N8k12cxVFILu8AohoiIJ3Weg557Jbq9JE5/LIpo9nYkcZTde1hJBddJ3riCHgXYfrWiC7cp5a3ozRINkyHE+trKak6/s0KmYxprRQVBYlicJm625KEaV6sZIiITpC6DBWobT01jkIPvTuxYpEoigKRGWrLaQzISen/4hgi4KYsmCzVuOjJyVPktRbVVUvDmO2yqpsrUwxEXzEGJv3JwuyU1Jvkc2Wz9CLQY1SKVuSRaNFoXrrqSBnFm8lWehZm5d9cCQCEZ9FW8jlisGjEmilcqycSBZ2CFrIbs25MGdWXZGE911/P7PrspLTQYhEirEX+3lfY03+u/Ri/YUmQz0Tuyn2x5HeLThSFpaua0kSQCVi8mgj/XMVslhP9C67kVMBrLXgiIhWaKVQMRFItE2TjbQi+JgIKeF7b4Q8O08ihMB0OiP27r9lMUJrS9cFQoCQRyv6wYM8KBBiQGuFNookkdBuqdsVKSZSHKJ+Bh4cD4V4TR7Wdw658NrH8MpTFvD+Jz7EE09fZ7FasHSBabXH8s4xF/Yv46xH6Zu891d+jJ/5hfdgi33s+CKTqNmfVqiQKK3N7qeFQheCUtB1DbPpCO8CndtiRgUuBtbNlpPNmtVqi18E9i48wnx+wHh8CRc8s+kOm63iZHvEjZtPowpPF+6ibMdmtaBpHAmFGM/hySFtvcmjYb7OsQJdS9O2rBZrfOdRPiA6oUphPJqgRKGTyjEgybJdbLF2zu58B63B+Y7GgbElPhoWq23vKlTS1NlN2Y4KIh4Rj3MbSmNo25bUJjZNh29bQmFp6ppAdkMJbYe1Cm2gLAzbzYaiLJjvTlmvFpjkUAZm033KsmRUTlhuGtaLhta3HJ9scjxQlRtZZWCzXfXuOpYUIj54kMSoKnC+AyW0jaNpGlLKriYpCtvFCl0ajImMKovWoJXQADp0+ATg8drS1R0pwPzinOS2jCdzurbBiMY5CF2gXtUQIs12iXc1IUSsMrSty42n7y23fZzG+cb0YxFj7EdDc+dHKZWHMqNQu0RZFDz14Q9yeHLIeG5YniyJTUlMiQ/8xgeJraGUGQCdC6hgCLVnVs0ICraupVBgU8d4BGu/RNYds50dbt66TewaZtMZu8WE5uQO9bphMp4SY2A+L1mtNrRNQFtPMTdsNkd0i0NILeOigjZRWodSU7SMaNuIlCVPX7+BigqqGfsHj+Bjx6ZevYhv/MDAwMCLR0rgu46iGpEkoQXW2y3busF5j09gVIHvHKUtSSqBtKyXtzg6WSHKIrrEIFij+tjAU4GQP/TuscbkAdOYAtKLQR8DLni8DySfsMUIYwq0LkgpYYwlBHDB0bbZsymlDpEcyhJDHzupEl0vdkUkC5ve2hdjxLscW0jvJisquyuLSK85BUH1YtVgjc0WupQIMYudlATnA6TTGMXeutpfi5BIMYvBGHPuEB8jKUaSylbL7ImdBZ1SnMX8nrr8WmsI3qFSjvc1xqKU6q2nkeDy9TiX+xKiU+86CyH4fG1nFsQIkrIVuhfZMca+De8tnkkIziNasteYVjnOWCCQXYezloqkPr6XRHY1TwFtzD2rbKIX4NliG0IerEgpnbmDQxa3cM/q+nzE62l/4pnbSu9tli3Zdb2lcx3a5rwqhCyMN+stKQi9HCemhKQs2I3O4VIhxj7jSEJr8NEjPmKspW1biCEPjihDcN2Zm3siYYzC+/7vIQllFMF3RN8BebCGmFAqIpJ9E2LMgrZpW3qfYQqb3bh98M92CwYGPiEeCvF6c3GXJjquX/swql1x/dotynJG28HNm8f4kNjWDcpoVqub3L5+iw+8b40LjzG7cBUxER8drhSOmk1O9NM5QtePgobYu7r4s/gUow2r1SqPlgYhOQ9aERIsF0tiEqqqYDaZc/PGNaBGlGZvZ5fNRrhy8Q2slw1KjVguOmbTy5TFFUq7T9sF5rM9nOvYdi1KabrW4esOURrvO7pmAzHS1isKI3TNlsV6xXK5ou0aNuvlWSWotSF2gW7jOTjYoSgj23rJYrlkb75LVzccHS1xruPmtQ8j0VNvGgprCd5RyByrDJIUVZmTKXRdx3wyoSpKVssV3juMFbbNluXihOhqUvDEFFiujtjWK46Pj5mNpxSlYbtt2d2dMZlVhBix2lCVWTATclxF3Ta91dPR1A30I35lWTKuKuazGSklxmOLLSt2JlOC7wi+ZTofgQr44ChsmSvW6OhChx53uG7F4c1bLI8XGGUJXU5KEbxnPLXYIqElMhqVWJsb4qZtKQpL53L5TkehN5sNRVF83Gf0/oYoxhwvLaIBhcaz2W54/FMf59KFR8FdwMgOUU64dPAa3vimT2JR38TJXZbLQ7xvsEUC1bBtVjmmqR8FDs5xdHhEWZYUI0u9XPGG17+O7bbm1u2bNPUKQmR/f0bb1IyrCYvjDc417OzMqdeR27dvkHC0sUHyG0FRGbZbhyjHYn0338/jBVd2diiNRkWDqyN5t475AAAgAElEQVSr5Qnz2eRFedcHBgYGXmxa1xFSomlqiJ6maXNsZ4K26fLAZZ/sx/uWtmnZrj0xVZhi1OdzikQluD4506lg6ZUaIopT985TceV9TvyTzVE5+05K4Pq2RmuF0Za2qYGIINheyJblOCdhEoX3Ea1LlJQoVRB7wXuawAn6wdTeypZitpqRUrYySnZ19d6fhbQE38dNnub7SKkX1halIMScLPLU9bPrPCnlMB/I1lPVuz4rTJ/eSNAq9SIvu0QrOXU77sVnDDjvejfkmMW9d4Tg6TqH0RpRkgeYrclWu36wQCs5uy5RKgvllBMUxXDvPqg+3Mj0CZ60lmz51eZMVOfYy9RbenN8b0rZyiw6kqKna1t85xFUPyiQhas22QAiJLTSfexw7zKsThM2qTMh+3wSQN7fp8iLcvYRIiF4ZtMpZZHDqxSWJJ6yqBhPxvjYEqXD+a63uieQ0CcQOx3AyMLadQ6ls1U4eM94PCaESNu1eYAg3bNgG52TMsUY8sBDgLbNsa0x5UGC0wH8EPJ334va2HvnqX4QIcb897bmocgPO/AK4aEQr9vtCXXbMJlMsxtLChhraeqWW4d3uXXnLqvNhmI05u7tGXfuRMyk5Obyabq4ZbtZM59PaWIe+Vys14xHI6zRKCU0rsGWGmOy60XwEdGWvf0DfEp0oWNSzWk7hyoVno7ZdMTh4TVu37qLKUpGsxLv4e5Jy3rxFL/5wV+krm9y+877qaot12+8h+3qFkoWIDlOxHUdwTmsLZmMx0xmE6y1OB8pVEHqwAp0TctoMsa5jk23xIU1Ia7YbjYcHd5htTyk6RZEnbh+8wYRhzUwssLNOzdofcNIwZNPPMFbPuOteTQURyCQDCyXW2Lo6JqA1oLvK6TlasXJ8SGXLx0AkFDM5zuMqgKIjCdTxBt82zEuSi7t77M4vsnh8W2qqmCzbdFScuPp2ygC6/WK0gpHx7fxoaGqqtww9Pks2qYF6LMNdhhjsUZjtFBNLfV2gdHCdDJhcXLMbFJRjSx12+bR7xhxPlAvN8ynMxCoxiPqbsNkXuUGi0SzWaGN0EZH27W5Eu3dWeq2BXMvzjXHI+kzIfuxOI2buRfHEoDsWqRUHkm22tJ2ng99+FfZdB/GdbeR8Zbl6phROeF1j76F6AoODvYQCZwcn6BNzmbddYHtsiU5odk6goeymLLtWgShrRv2dvdzHHTyTGZTTo6PqaqKelujlWK+MyaEhq5LlEqx3SzZ3d2jmk7pmi3bzQKjTH52xiMKY7BasVmtWG/XFNWY0XjM7t4BIT0UVcPAwMDACyYER4yht0LeS4ATQw6babsuxwQqTdcZujYhRtP6hkju/BtriH36V+9zUp/ThEShd89VfQwkkexaa22OEEw5K3FMCdFCImK0pusa2rbNCYiMIiboXMT7nMQwhJa23aBUoG3XhNAiuP6q+nOl1Aszje77OCklFEKKuVMXY0SZnCk3RE9M2cU3hEDXtXjfEaInCTRtQyLHcWqBtmvyvRPYbrfM5tlbKBH7pEE5QRIpksI9K2NuT7M7dFkWZ2W2xvRJEsnZg2MWfVppysLiXItzbZ+dOCIomqYFEj5k9+bOdaSUY2JzzGc+eozn3Y+zi/fp30gZIQTXW3qz0cBojVY5EVJuyrMQDi6cCd9s0Q1oq/OgBBB9yJZ28iBB3vVeUiXkmRbX52N5Pe1L3OtTpLNPzkatsgdfTGzqJSHWxNSC9njvUMpQjaYQc9wzJFznzyzMMULw+dkMIZISaDGElO9ZDCHHaqfUW1oNzjm0Vn3cdHYPT3226tOs2tYW2TIdAiHk5EwiOT/H6f0P3ufEWn0iLGsLBqfhgQfJQ9FDbZYdqRN8SMRiwu7+DraINM2Sm7fuMitm7F+8xG61i5i7hLSCsmDn4BJFKvBdtijZLiF1y0jlDGidD7hTkUJivVpxsHfA/mwOzjEejyEJk8mcw8URXVNzdHyENQU/8+5f4GDvMVK0TKcXaLY5U185Mly+/Hqq6UVWdQXdLid3I0eHDW2tqMw+8z3Devth7h5dY7W4RbdRdH4NYnAkpjtziGCTsF4dkULkpGm5vLfP7KrG0eLbJUpgmRaMjbD1mpu3b2P0mGajMGnKnbs3mO/MWK+XqAhXL13gvb/8S7T1irY9JnY143HB7uUdxFpW7YaWMdE3FCOLNQplFavFMe16ze5oQnItPrSMqorjwxOiCwQHh3ePeOrDv0k50rzpk1/L4fEd9ncfYbXacOnCDl044vDORzC6Y708ZHmyJMSEFs1mvSaFgC2EolS4UOcYpLrGtx7XBZpmw3hS0bkW13WM7Ij1apXdkIzQNQ2L1QobWuaTC9y5cQethG27wfuWzSpbeQurKKuCetsgKRBTHll0zqMlj+62bQsoVtsWWxb43nXm43FeuJ7Go5zGhqSUXZZG4xGmsFTFRQwTptNLuOWjiBU2mxVaAvNqTFVOmVQzJuM5XeuxpqRQGtGJUpVEr7hy6TXcuHabrsvuNoujY9bLFbt7cwpbsqq3SBJc6xhPJtiiIoXc2FmT2NYtk/EuTdOxXddoMWxWW7SC609fRyeom5bqYB+vDdXM4NEcHZ9QN3nqp4GBgYGXI9H32XZTAjHZ+0ZlF9S27TBisGWJ0RakI5Gny7G2QCHEmNsKiQn62MrQT98SUzpNqYP3HlsU2arUTxEDoI3FOUcMIScNFMXR0QmFHQEKYwpiiH2nXyjLCmVKQtAQLb5LdF0gBkH3SaVCqOlcg3ctMZAtYKKIcJY0R0G2gCXwIVLaAjPK4jnFnDnX47OHT5J+cFcTvSAY2q7ps+p6SDl2eLVYEKMnRkdKOcbTlgaUwsdAJAucU9dcFHjniN5jdV6X12tcl+N+U4Su66jrDUoLk8mYzrUUdpSn/SkMMXV0bY0Q8a47S4gkIn35Uj/lC2fJpWLIbq4p0g9e6DMXayW6z9p7Ku6yi7YiYk1B13RnluIYQxZ+KQ9OKy29pTedxXieWpbvZReWLL6Vys/I80jYdL5PcX7zU1di3U8RqFWJYDC6JLkK+mdZ+qRfWhm0zp/s7qxQvRFX9QnKyqKiaVry+EdOBuq9xxQ5+7DvE33FkJ/jPJVTPoiSbE02+jTRU0DIbsUINE3T7xtRhSWKQpmcdbvrXJ5aauhTDDxAHgo7/s7VK3Sbms1mRTWpcF3CdTXRR6qR5cbRIa9546Po8YKIUBUVZjRic3RMqsasV8uc3S8krFXszuds6xbRsF1uGY1G4CN7e3vcvn0bEIzVuM2a6MJZgPy4qqjrLc028dbPeR3vff/P8/jjn87T1+4yKiqCD7TthtnkgLZds7c3YVIULNZr9vQubXfEv/nln+DRK29kahIzW7Lpjli3QsWjtNIxSoFNs2brOrxKdKliKkvC4gbXu8exJ5p51KzUEf7Okt3JPre2LQcKzNRw5/Aj7OzMcKFFly0hbjDGse0M62bLzt4ujXPoVBCj5+7dBUXR4ltHU68pyhnHyxMeufoouoClb7BlwXw+5mS7xGpFaRXb7YbJdIJWimpygW29pmm2tLXjX7/753nrWz+T3/jAz7K/s8/duxGjJ+xd/GRuHh5x8ZErVGNDu94QVaAaV1msuo7pdA5BiHFBcoBEkhgqOyKGyKgccXh8BClPF7BYr7gwH+FD4OrVx7h9/RobWUJKeY7Zfh7e2WTCerNEqhnBCsVojJeISZLnn+sz6k7GVbZ2t47ZfELddNl9xvuz6QuejdNR1NP/s4DVZ8sKWJycINpy4dI+bfTcunvIeK9AbSOL7YrRdEo1L3j/+5/g0sXXoEzAJNhu19iipBqPadotxbjg2s0PcfDoAcaD84qoA9V4xGKzZkzFeDxFO4/RmqZp8ojpdAYpMN+ZMR0JIXYY7rme7+8dcOfubXZ3L7CplzRNR4wNXetot5rZeMSs2ieqljhYXgcGBl6mmNGotwz1GWxjFiVJJ7RSNK6jGle9VZTeFVTjnSNpTfA5zjL1Vqzs2tu7hPZWWCJYW9C1vUeRCNkg2VvQJE9fF4MnhMR8p2K9OWE6m9HU3Vn7EUPA6IIYO2yRkxO54LFiidFxsrzDqBxjFP28tXkOca1H2YJJyuE2MeXkSWg0juRbmjRDOTBJ8NIRO589hEKkEAhaaLsmZ/RNEVGRREAkJwrKXlqWEE/dpCNdl5MxpRj7aWvy/KLlaIQohY+xzyJscL0Ls6hsjTu1bhZ9luUYAzEkjo+Omc3nrDfZeNB1CRGNLSe0rqMclWgtOe5U0llcZowxW3MTpJQFdxaYCt3PLauVonM5u3NKecChMDludFRWtG1NIE8zo0QTe8vnaSZotMkxz/05cybnLFBTyn/jU2t3jn/u40afp4A936c4FcNw6qHmQfKUeJFE23VoqyCQ3cO1RhvFer2lLEc5cWe8N299Fu/ZI7FpNxSjAknkwemU76PzHk22kMqpNTnE3pJtgISxBq2y9V3OuZ4XtsizQNiCEFx+BtvQu3WD0SVGF7mfN5heBx4gD4V4Pbl9C6sM+9MdtpstnXRMJhM2mxW2mPGvfubn+NLRF7A9uk0XOtoOZmWiWW/YLBZUxYR2dcyTT/4GO7tzDg6usq09ajxjf28P71weffJZpE7ns5wkQBtc2LAzmYAX2rZDaUM1HnOyWDPdfZT1puPK5Ueoa8d4MuXo6AaNP6JdHlNxkW2AzdEdOn8D1yWuHryRyIT1dsnurmKkpkR/CT9yxEahdxNP/PoTPHKwT7s4wpYFq6M10/kFmvKE8XLN6u6vodxHuHPUYMWx/7lfgm8+jdjdZHcyZ71aM79SoboJd+9cR8mYZnlM67e4akp0CmUD49Lg2halAsV8Tte17BUVsTbU2waLMDIjNosT6FqqatS7Vje5QlaBw8O77F3Y52RxzHa9Ye/R1/KZb/kM7tx4GmsMPgghKvZ2Ktara8yqPSZ6yvHt2zz62Bu4fuca45FC6xFGZwtqu9mAGFofqKox2/UWawIqFhhTICR2d/d46qmnmI0nhJRQKlFv1sz3D7hx4yPMp7vYoiAFTwodXdiyszfDbxtsUOzMd9iujpnsX6HrspVdS6Lb1thJBSJI9BQGiOk5XVrOuwIppc7mPzttnNZdzWR3xvFiyVjyRN97RUW7bdmUJcV0h8qOOL675PKVy6jihFFX0EnuNBRlQV1vMakkNHBh5xJ0QqsXJGORkWHTNUynE9qjFmugmk0QEYwLjMqKEB0+eJ566gNEt2VUjTFFCY3FlPt0bUfb1qg0ZblsKaxBUKxWR4ys4n1PvZdHrl5FFXPic+evGniJ+T284xnLP3Xf8sDAqxXX5nARq3MyvkhCmyxKlTIcHp1wRSmCa4kpEiMYld1Dgzudx9XlgUVrKIo8hU1OQGOzO7FwNj2NMTmeNomQJGC1OZuWBsmJiZxv0XZE8JGyzIO12hi6riGkjugcmoKgIHQdLjWkCKNiTCJbDa3Jrp+kshdvCbF5kL4sCoLvcvvkAsYUoBzaed7SfSmkmrbLsze8b/efkcKMlNrcjnvPqCwgGbq2QSRnTo4pELXJbtEqC8EYsoBRfWysVYoUpf89C7vgHKh+jts+NlT6zMCu67LHk3cEH7Ajw3w6p22avo2FhFAajfc1RhVo0bi2Y1SNadq6dwfX2YLaT4kEWVBqrQk+kCQL7jxneU4OWW/rnIUazpJBGVvQNjXG2Oyq2yfAiilgrCH1LrRGW4LvMHZ0JlBFIIUAWtP7DmcL6vNM1nTe8nrvHmV8jHn+XOezEPcRK5oYIkErJOWpBV3nKUclojwq3ouZPZ2fNcfvQmFLiBDF9xm1cgiZMZrYRUT3bt3QJ9bSvQU4z2ZAym72eZ5bQRXFmVVbSHQ+9nG+OY5ci7Cu14xGI0TMIF4HHijyQtN5vxj8pb/9zlTXHWU5xlpLoSdI9DRdix0Z2uT5nW96PVFqnr57ROtKTtZbdnfnbNZLNpsTZqM5trDU9ZLRaC+LINXP/zUq8dETizx6Wm+3TMcTEEWKgbBtMAn2Lu7TNDW3b93izW96C6um5g2P7nLj5g0eu/oGUtSIDpzcuUnUitVyTalLiqrgzs0l5cxSzUeIa/Cb67i2ZjK+DJMJ2lzG+Q+yN3kjddewWB8yrQoIHUkSqdinvnmLd//9r+Wg+BSeOOz45V/5WVamQB1vedsf+d187pd8I7vTA5bbBcvNCdPRHGUbCr1L5wPer7hwcIX1qo9xCSNO2gVWO5SZM5mN2Z7UaNWgJyNKsXSNRwhonWiaFjEKbQyFMuzujzm+tSCOYFxOKVLJulvxvg/+Jl/4e38Xm+MjqnLCZDKnWx3hQo5RXS3zvK4nm2M+6Y2Ps12eYC0cLxw7ezuAI7gaJ4nFyZILexdIBlbHW2xRQoistxvKYszh0YrVdsnezpijw9uM57uMSwO6QkJkbzYhqcDu/pzNumZ/vs/d4xu87jWfRB5w9+zu7mKUpqkbYtegdMzPmjE0TUtV5eREzzc74On/sZ/wOwRP6JebxrFYnqBNzjLc1Q7XbMEoNs7RuAYVLV2rsMpzsl1gbc4UrI3BjOakEOiaNlu9qxFKO7xXGKU5bhdMY4UdB0JQ/Xx/OdFFWU7ZrGuado2tSorCsjhcIKJwumVvNid0/z97bxqs65rWd/3u6Rneec17PvPQ5/TcQNN0AzI0BNQqg0UKNUYprTIOH+I3FStBU2WKRP2CmlghVommQhKIoQhCjAmDEBpsij7n9Bn69D5nD2cPa37nZ7onP9zvPt1YGmlDNZuwro9rr9prrWe963ne676u/+9nkVKwWlj29vdomhXSCIKDIgdExnx1jg6az37bZx6rPR8hxB/8zeoxqP970/rVddHAXtTXu+JjuA/40kc+Hr0P77/ZliJNlXwIaQU0Rib9kkig6TpClFi3mTK6dAj4yGfqg0NKkw7AN5MxpVKjxEaJklYqUwMTiUTvkRFMnqWcadsy6A9xwdMrDE3bUBY9Ykw0XNu1RBKDQQqJVJKudUglUvYyeKJvNk1TlqaBIifGNUb18dHjXJe0LRsCL9LwUvsvc3bvFTI5oOoCi8UUJyTCeh5e+UUm+89idIbzFucsShmE8EhhNpNFR5blOJcauhglNjikCAhhNgcCHoFHbDLBwX8lt/kIkPkoC2mMwraWqEBJjUTigmO1XrOzu4W3duN61wRniTFdC+fSx6239HtDvLMICdYmyFCaqnoCaWU5MxlRkPyoUkFM+VklFV3ncN6m76XrUNqkTK5In2c2YCeTGZzzZNrQ2Zay7L2fn07U5g1pOfgNXVltCMvh/fXx30t99fuOR4fjcZNDTdThgLMWNj9HCOn1heB9vQ2kAwRBSNNuKTfwL4GQ6fqkNXWxOXQPm9eewAaLigqpYlrt3eR8U6Y7OX59cAn2JGTy9yKIImC03nhvkzoqy3NCcJsJMiRmlcR5i4iC3/j1X3vs7hUX9YezHovm9S/89z8VvY8br1VySwmZMrDROgyaItNo6ZhHhQ+Wctij6yzULVoFVmuPzloGvW2m84qd3RE4qOoarXK8F2SZpLUVIVq06YN14NOKS9QZ2nVYHM9de4a37r7Lk9cv4boFeQZN5+iXY6SS9MZ96JLOxQfPerGkCw1tnbIBVbtga2dERJLXM6IpULKX1j6bitzkVE1Dri1NNkHN7pCXu7z6j/8Bzed/mqy/x1vHZ8yawFu/fhPz5AGrVcN/+dd+jgfzmxzsPodWDdW62uDjDdPTFaYXWM4VtX3AM09/gOgdpj+gmi0QRIweYQrHoqqRUgOapm1RQuHaJUJJcj0ikw4VC4QULNpb7ExeIOsHlosWjUX4wP27t3nhpefxUlGQ40rHWE1Y2yURz6Q3BgRVtWZv/yqz6RrT0/iwhuBxvmOnuMSsmpGNFetFYFxmLBcJlrGu1zS2JiCZjAdIpZnPVimPQsNovJUeNH3DUObkIRIGGYXqoSIUeZ+sDCidkQtFnud4oMy+crONMekDrI0I2SBFDvD/CFt4X3S+yVBLIbDebsTbxeZ011M1jraTtOEOrtmljacsVi39ckK97ui8IzRrkIHlyqV1o65GDfu4RmKjI5cmUZq9p9crWC9m5IMhQjhoDNZU9PMB67qlPxDEkFOWhtWiItNg+gaD4exkwd7BhLqd08sGNKuWtgrs7l+lE1OWVYezFuvWjPqSzMJZGxM23we+59svmtfHrf5JjeujumhgL+rrWY9j8/qBj3ziEQQYNjCaRP6N78ONpEyAP7v5uNoAjvAJxOcdCOlRKsM6T5bpjSolEYFjTATasKERy03zk4hCad9YxEgg0C/6rOqKXpkn7Yxko7vTIERyuwa5+YZjIr2SMq8C8MEmjQsgvSVKhUAlyFHwSJEcq1IEvDQIW/MR9W+wOD8hzB8iVMaq7bABVudrZC9PGpSPvkNjK/KsjxD+fVBPRGA7h1TgrMDHpGWLMSK1TpNVQAqNkKkxFBt/kA+JohyD22QuTWp2YwIguVCRmQFSRZzbrKHGSFNXDIYDNsZ6oooYYXAhrfQalX6H3juyvMBaj1TpOf6IPZHJIj2XjcDbiFES5+L7qpYQk9bH6KQTstZttq48Wm+urxJooZAxErVEiU2OWWqkStNcuZlsppXz3w1pSlNUECI1lfD//p4CfvfacIiP1nIfNb/JUZyYYDXRZ3g6nAtpEuxDOmTY6ISc2+Sxg0dolXLfbGBem7x2mkxbpE5NLSFtCyip8SGkITLJC5sOU0BoiUTStZYsN8lvv2lsg49keZkgoT6kaxw8WoMM0AU2lGoumteL+n2rxyLYplyLXS+Ibc387ISqqogBVosFne8IhWAdLXMf0OsG3QZWh2eoytLM59y/fYd8UFAW27QtTEZ7rJeOpu0Yj8cbIpxnuVom8p1UBG8RUpClcRPDfkFZZuxd3eWdw3cZZwLbWZrQ495M4/QeXvbBC1bLKp1sec/5dMbp6Sm2DSznU4wBPz8nq2vcWUVnSuRwRGMMTR4YZIZxb5uDyYhm/oDm9F1aWxON4Rd/9q/wpUPB20cVJw9KxOmI/Y8+z+07R6xOKvIyY7fcYnk2ZzHzbE0u41qNqyS636PQBduDmucOnuD22+8yP10yPalorWW+XFJ3FScPjsiExtUtudSMej1cu2Y0KtEiUDcLRvt96HsmV0pOHiwJLtAuPLnIyXoTDq5fY3JlF2369IpxogwrwXR5xrpa0ev1WLU1ZmBQPc3x9CG6JJ1e65KsGLM3voItAvlkgG8UrmtYrdfYtmYwLMlzxWDQp98bUdU1t27dQhkwOjAuR/impp9l6LVFRk9WZIyiQfqWoi/QWWomlfD4kBDuvUxvsO5fWdOJdGhtUbL8XQ+XR6LxrxaOP3LBJs2CRSmIQadTZ1mzWHREESh1gw5XsXJFHne5MtzGnk9hvaSvJIv5gkE5pjfIWK7fxfQEKEk+NGgMtmu5cnkHKVqW7TmDrZJVs6DxHapM3+NsekbRBlhaBkB3fsKNvR1807KaTlksl/SGg6ReqiyzusObiC9bZu4eZ++dsF2MkXpIHnaYHUfun66QNlCtLNZePGMet/q9NK4XdVEXBSIEonMQQqL+b+7dSeGS/KQ+RmwEsQEzubZD+EiwjqaqkVoiVUYIYHSGd2l6ZbThUSPsnEurqXylOREbRcojsm1e5FRthZEpD+ujoraCIDIiKsGVNuCbGCNdZ+m6LvlUbZeARM4ivSd0niAVQmuCFAQJSkq0ysiNxruW0FW8HP8ECMnx4W1WDaxbT9coRKfJR32qqsV1KReZKYPrLM5GjCkIQRC92ExSJUZ7+nlJta5wncNuMo3OOXxIU2Up0jqxFCKt5QaH1vL9xltnGnTEFIquSRod7yISiVSGvCwxRYYQaerqN1nZznV4vzEChIDQAqEEnW2RChASIRVSGjJdEFREGgU+ARXdJlerdNLuaJX0OT54qqpCSJAieVFjCCgpEZvJsVQSTZpkK0Vy+7Lx3m5gjalx/epXXgTC++7T3/Wa/CpjwaNm9ndPXcNmYpnWnBEe5zZfRwRELAjCoWJGoQ2hs+ASfMu5tCmgtMD59ebaCKQWPHLRFkWGEAEXOrRR7zfzYtMFWNshfQQX0ECwLWWWpWxzl+BOarNiHnzA+kCUEFXAxhpbtxilEUIjybAtNJ1HRNLfTvh9/RO/qD/i9VhkXodbW3TdGQdXr3F2syIvcqzvyLQmtJbGrcjKAqkFK5VuOpPxBJQkuBl5tJzcu8tkb4tBf0JnFyyXpygURsNqOWfQH2JMwcnxIZNxn7p2DAc9FsslZV7ibMXRgyMuFdeoqjU1mpV9AK5hOluhdy5R7u3hyyGiW1CzJCsEO9sjMqUo85zb79xDSni4Omfb3EAPDPOZZcfk5FpxfHiPHM+2ztMp7MELDIohp3du8nP/zY9xiRFNZvBrze3jm2A04cjywvYH+L4f+Q85b++hiyFSd9TWc/f0IVJIutiwle3SiRld3mdlW649dZXQgfcKGwRaCAaloV1FeplB+EAMbbpBK8FiOSc3GbFuufPGO+zvXyesIzt7O8xXt3nn7bsslydsX7rKhz/4QSKBzq25f/cmz914EmkzxsOc1RKOHp4y2d6iWlSsZ3OuXb3K8cMTTo6P2N0bcnL2kFFvjyvXnwQEPZNhdidEKXEsyHqK6mSFlBolNOPhiJOjE6plRd1UXL8+ZDmdJ8y79CzPl1y9coWmdRR5n2ADUVnGowl1vYQNPTEnQ6mAQL1PoRSkE2shu5Tz2VAE9aO1n6/q4R79mzEZ1s+JTiIZI1VDjBn4iixoXIDl7A5KGIye4tqM6M9o6iWn0ym/8os/z7d/17/EzuXLzFae4OYUWxJCg3MZPgqmtSWqAVt5ho2erX7GejElmhPqqkN2gZV5h9l0xXK+5MUXrvPqq29TlrvMOsvB9gjXrTmbPuTGtet4Fbl98zZaZVw6uErRX3D37eSIV2cAACAASURBVN8g2+ozX1eMh3vYNie4DHoK+f9BX76or29dNK4XdVG/99KZIbQJItRVbgPY2XhKQyTEtAaJEHiRJodGm00DaZFE2qbGZCYRVqPDuQ5Bott659LUVKoErNEK7+NGyZKarRA9bdNSqDQt9EhcaCD6NDXMclSWEZWG6PCkNeEsS+vKSkqqdY0Q0LgOU5abtc1AtlnDbdsGSSTL0mG6yvt8TP7rtPWaw9tfJsfgZWpGq269wexGBtmA/eee5lZ4GyE1QgR8iNRt88gwipEZEUeQCh8DRa+AkJqrENnkQCWdB7XJUMYN/PKRhk7KlNWsV2vyrCRKMFmW1ECrGudaTFEwGo6ARFBu1mv6ZQ8RJEaDc9C23Wal2+OsoywK2raja1uyLOWGtcooyh7JPSsQm0lt3FxX33kSaEhhtKZrO7xLZOGiKHGuS1o9EZPrtSiSYk8qYgAhQnpd+ZQZ/crENAGMUqW8aXp/Ed7/eNgQq9//lE29D3yUkhBdyhaTVrcjMuVMEZt16Hrz+quJXkJMjb23lrPjI3Z2L5EVBdaldW9l0iZjDGlCbH0AocmkJBDJtNisIyegmAgRL9fY1uPWjsGgZLFYp82DEMgzDci0Ql0URAH1ukIISZ4XSO2oV1OkUVjvMTrHh7TOjPpqzeBFXdQ/fT0W71DvfPkV9rb2OXlwh4GJzGbn9HoD1tWKwWBIZx0ierxzuGZzs9Yaax0+3+PS1oCOGvI+1aqmKAZsb+1SL2d07QKtA8vFOVl/zP7+Huv1gswodC5RTtDUFdYv2d/bZjmruX7pKTIcv/H53+Kpl19m0N+iiZ61XbAz9OSDbaZHR+z2tjk6OoQYeO0LN7l+7Wla23DjxkvcPz5nWHQMeiXHdw/ZP3iKfiyZTY8psodMtl/k7P4hnTlnb/8Kf/dnf55PPblHNmmgusZZvWJap/Xb7/2LP8IL46uc3LvL3sEBOi6Y5Ns0nSND0QRBK1uMCGxnNzit32M+bZGxxYlj9iZXmM4q5rM5460tjh8eMtoec76Y0y97CRY0XzDsDenvDyl6gvPzJX1dMhrv4f2MD7z8AlW9w2SwR7tyXN56muAD66Xn6Ogu+TAjtCU7k11aHEU5SFJ4vcZKicsin/iWl5mdLFG6T9BVAg5kAlcEJiJjtqooteDo/h16vZKuc/QHOfPZlP39XZwNNHXL4uyM0LYEU7N7ZZ9cwOzomO2DyyxWM6QqWaxP0yps3kMpyez8HLwjK4qN+DwgtKOqocgzYpghxS5SBYLvEDIphaQWKXcjs82qmANaTk/vcHn3Y3TxPsQ9VouGfvEGb7z6JqMrT/Hss5/i/ru/yHqVYY0iqI5VuyDPDvie7/1XmFbvsXxYMYwrFof3yfXz1LPAG6/+Eqan2d4ZUlczlJyw6mbkmWE1Dwjh6G9dZm9ryLYZU1jB9vZl3vzNL7K/fx2hZ/j6Psf3duj3h/z2b/0av/D3jvmOz3w//VFGVd/l5Pg9pitHMblBvHubq5dyqvmUd97+Eh/+2Ed597feRSgBn/7EH/St4aIu6qIu6muuerUgy3LatkYJNv5KjfPJ5xk2vtRIID4CDT2ahsk0xYx4kGpDbtWJqOrsJtOXCL9CG/Isw3n3vrZFxEdaHUeeG5wNlHkPQWQ6m9EbDtEq4In46DAionSiFufK0LYdEFks1pRFnxA9ZTmkaS1ahtQw1m16tiFxtsPLBmMGdE1LJy15VnB4eMxWmSGNB1vSeY/drN9efek5BrqkaxxZniOixags+TyjwEcIBKSIFLKk6xpcCMntKjpynScVobVoY2jbFm10Itdusp/WBbTQqFyjFHSdQ4mN8zNaBsM+PhiMygkukGc94mZK17Zp8k2QZCYnEJEqrfoiPEEIooiMt4Ybt6kiyk1zuplIG5FyzEpA29QppxxSXtk5S55lSX3kk4oHH4jSkxU5kgT9yvIC61I+1tkOrQVCqs3KcZcATUp+pR8Vka9E4CyCLIGjiImxEtNaNqQc8FfWiQNdV1FkY0JsIGZ4F1BqyXKxwhQ9+v0tmuoY7+Tm599kUWXO3v5VrK+pGo/G45oGJQZ4G1kuTpFKYjK10etofHRIIUh6+4A2BZlJrBMZBKXJWU2XZHkJ0hJDQ1sbtNbMp+ccdy272wcoLZPCqa2xPiJNCXVNkSdo13q9YjQeU802BycXdVG/T/VYNK+7+/v85z/65/hzf/G/w09nOATVao3JNVp7bB2QrsXbDi0ApVit5kSrsFXHuZujy0DTTsnNmPl8zmSyxdbWHm+/dZ+9GwdEdUYuM9bT44RKL0rq5YpLB5ewHrpO4WOLcmeMByPuncx56oXnMFISXI3RObIcw3BMu1pw/co+C2uZDAu8UOxe3uFsNsX5FrU4plnW3O0WfOSlj7F/42lC9GRZydPDAW79BF/+/E8wuvEZRuoKmXZ86IMTdICBGuEvjdDvep4YfZh/68/8p2BrsigoBwbEOaBpbcOqrhjlfaTOaBZnOKUhP8LkitIFiuEO6/kCowbsbAdmixWnJ4eMdjNOpmf0yi0IOcp4lEhEurP5Kf1OI4Xh4Z0z+tuCYAN1tUZQsLKR9ug9zmf3WDYz9re2CEx4ePI2PXPAO7ff5uWXP4FdObJ8wf6wz/m9I/pFxuHpAq8MYksS/BZtv6XPFsEecd6MmE3nLFfnXL5yjeWqYn6+oqoW+JCTlwO8tfQHI0xP0viOdeMpVw/Yv/oRVo3Eu5znn9zFm8jaCValYBwNOMv2eAuTG4gaRAXao9ZDyniPs6M7DHe+iUYGShHIbJ/XX/2feP7pb2G57JMPInfu/hIvfOhbQO5Q1Z7LWx/jtPoltsx3MK+O6VZv8xM/+Xf4oX/13+adN/43bv72q+ztjzm9N6UbzZGxx/HRnM6WZGqbO/cfoLOCqzsatOa11z5HkZVsHVwmiEjdBMbDZ6jdGmOHTCYTxruC89Nzct9xfHyM2dOsF3Ment+nP+xh9YJ3bkfG+jq2nHJSd+ztXecDzz1P525TH2t29q/z2hdvcnnnMifHN5nPzlkt91nMZwjT5/UvvAlrT172/qBvCxe1qYup60Vd1NdWWZ7z9pfe4vmXPky0adnTP2owRUREEDEQfXy/8fDevk/NtdEiFARnkVLjNk1aZjJWq4aszInCbprHNmUdpSS4SJ7nyTkaN5PI2KG1pmktvUE/+TdjcnEiDei0JlsWGS5EjJZEBFme0dku/R+2JfhAHSyjwZis7EESwtDTiuh6rOd3+Wj576e8poyMhknxooUh5hpZRXp6xI2nn0vuWkiAJ7rkiw0+NfdSI4TEO0sUAmSLUAIVInLTwAuhyQxY5+jaFpMlHY1SBpDpGm/Sm7bbNH1C0FQdOktMqdRIKXyM+LbFugbnLbkxgKHt1iiRs67WDIdjogsI6cm0wtYtSknazqXvMZMQDUEFFAYRWzpncDZNzPOixHmP7SxeuQ0IShN9QGmTsr0x4H3Eu4a8GOF9Orge9DbwJ9PhJJgNVTjb0IkT4SjlboXXqJiaOZ1NcAJUBBkUy9U9+r0tnNMoHanqMwbDLYTI8D5SmDGdP8WIXaxvCW7NnXsPuXr1BuvlCevZgizXdLUl6HTt2tYSokIKQ103CKkospS3XiymSCkxebF5fUeM7uGDR3gwRqMzge06ZAzJ+ZuliXlrPUororBUFWhREJWl7SxZXjIYDAixwreCLC9ZLNcUWUHXrjf+2ESTRmiW8yW4+E9UEV7URX2t9VgAm/7rn/ipuFhMabpAdNAfDaiqNYNhTp5nTM8XFFojTYGIEiEM58tDdncuMZnkNMtAlg1YN9NNziCwczBmejbDGEWDY3Y65fkrT/FL//Dvc3B1j/vvHfHiix/i0rUDlqs140lJQJFTMD+bE3qRbtWhArSmwsVIT+YMEVx+4QnW0wWTyYDpdEHnkuctUyPu3L1NEBlbl/YIizXRVYg8Z//KHs6uGalLfO7zP8P52++R9eH+F9/k+W/7JLf+7v9OczBgYEoKnXP88IxP/uC/x+DFLfRxZK377I3zhC1f15hMIUqFqxu81AyMYVkvKXJDt+7AlFjvwHr29q7Q2Smr1Qkm3MCUAmkiTpyhRVqzffjwkBs3bhC8Yb44oeynzIW0juPZjL2ty0QrGQwGvLc+R8zn9MsDdO8udp0IgteefJqudmR6yHB0mcHOLv2+xIWK6NeItmFY5PiF52j+FqJYsHf5On39zXh3h7dufYlq3TIeXUXrjPsPDhn0+7RmgRQ5W4Mx79y5RV9peuWAu/dO+PZv/SZef+3X+IZv/E66dsa7N9/lYG+XL7/9OT77nZ/i3Xv3+dTHv4e33nqHazeu472myPbJRwM8K5Q8Y372kEn5ceZhSS8/gPgehB4itoR4ByEUqxDoqwlYTTbYZXXvHRAzlHHQPo8ZbNHah8T6kAeLGlTGvXvvMe4NWLSWKOD45JimbZkUOxwfHiKV4WzmaHxHlmdkuiCKChdrusaS6VFaP3MQdEBrjYgB7SIiz7HxmJ4uIDP0dMHDQ8u7777K5e2Ca0+9hJAGFz3RWZxV7O3ssKgX2GAJTctoPGK5mCenoZJs7eyxmi+pbKRrW37kP/nRx+qo9I8isOlrbVwvYE0X9fWuxxHY9PJHPxGdtQlmE0CbpMxRKtFrbWeTfkTKzSRM0LmWPMvRRhIcSKFwwb4/KctyTWdtIhATcZ2lX/Q4PTkmL3OaumUwGFKUCYakTaIPS9LXQ0FwacobRCLjKiHRQNHv4a1L/nmbsoiQgEh1XRGRmDwH59L0TkqyIsGftCiYzh7w4vqPIxQ0yyWDnS2qhyf4XKNlyq52TcfkypPogUF08AXxt8h1WilN0+XN6m8IRARais1EOeVZ2ahTiJEsKwixS9NnykSVlRDpEOgEYGpayrKEKLCuIyVR0npqay1ZlkNIPtjadSm/qXKkqggurXcXvR7BR6TQaJOjTY7SEKNP1yF4tJJEC61bgnTkRYkSW8RYs6pWeJcmi1JI6qZBK02QFlBkWrOuKtTGhV7XHTs7E5aLcyaT3aRLWlfkecZ6NWVvd4t107A93mO1WlOUJTEKlMyRWhNxCNFhuxajxtjoUDIHaogKQSBSAylzrYSBKJAqwzVrwCFkgDBAKkOILdE3NM6DkDR1g1YKF9KjsO3aja4oo20bhJB0NuJj0tYkQna6ViGk67hBJn9FJUQ6zEFKIu37fxdKSJo2Uq0X5Jmk7A0BuaEgB2IQZJutg5BEymiTMrExEas2K+I++V9D4M03v/TY3Ssu6g9nPRbN64/95f8hmjLjwa13ufHMR5idn5IXBT5aoo70siFFoXh4uiSPEtt0NH7JE088z53bd9jf3+Hhg9fZHRQsZhaVTbDWk5cCnMKMR2gcOo/kRUlrI/P5inI4Ybc/YH8y4fadu0ijOZwfkw97mC4gbGA8GXJ88x32Dy6x9A1bBzs8f+MGq8oyLgNLV3B+dkhVN7Q1mNzgfYVygTp6+r0ezz77DLdv3WRdzfjQUx/gx//8n0RvP8lIP8VBq/ibv/yTfPLlJxj1tvBSs6gjOzf6PPH0pzn4hj9GdfImtdqlmr/BdDqnyPs8deNFsn7Bg/e+TDbI6OvLoGreu/uAbm15+sXnE4yq8/z9f/CLfPMnfoDRGN6889cZcY3pPPCNn/lWbt85IvqG0WCIMZr+oKTXN9g2Mp1V/OOf+3l+4Id/kFm9QAnBeuUQTcX2pcvMZ8e8+6X7fOilD7CuZzz78st42/Llt1/lySeu0st7vP7a23zm098JtIS2Y94cInLJzmgbhWSxXPPW219mpzfBibRak+mCV3/nd9i9fI3LN57nvVuvcb6oMEJzdH5MoTrKXsFwsM2lvW12h1fo5BmlytHasHt9i9YXFJOS8VIgdEXMOvq9HjoOMaaP9R49KRFCcXI6pRgMEecNvck2TrUYI3CrNaa/S6wW2C4jM55ZPcepSC5XNJVm1O9Td2cYUVJ1C9b06Y5WENdUnaT1HfPFA5QYMDuvaXzgfL3CZFA3HVmILKo1Qigyk7NaBwIdg/6QaDVCLxBC07YVQUjyvKSnBVZZjJtgAKcl69mUwa7BdQpjDVHb5DZUChdgpDSH7Zx+r0feWpZtIOsVBCWplmt2spLbpzO2D/aRLrKoVvzZ//jPPlYPmj9qzev/n4nrRfN6UV/vehyb15c+/NEolKSpKnq9UYLRyM0bb0FabVWCpnWoDdAmREdZDqjriizLaJslmVY4G0AaYogJhBMFUuv0pl8lRUqIEWs9ShsypciNoaprhBC0rk2fH1Ljpo2mXVfkeY6LHpNnDMoS5yNGRVxUyf3qk39WykTUFZHU8ChFv9+nrtY4bxn1BvTffhGRlRjRIw+C+6f32BqWaGWIQuA8ZKWi7G+TT/bx7YpXxM/g3RLbWeTmQFgqSVOvkVqiRAHCU9cN0QV6w0HKsIbI8ckxW5PLGA3L+j6aAmsjk50d6qolxnTYKoVIsCSVNrus9ZwfHXH5+hXs5mDAuwjBYfICZ1uqdcNwMMQHS384JIbAer2gLAuUVCwXK3a2d4FADBEbmgTf3IC0nPOs1isyZTYkYYGQksV8Tp6X5GWfulpgXXKgtrZFiaS3UdpQZBv4E+mAI4E9DQGF1ArjAOlBBJRWiKjffw3IzYFF121ovp1HmYwoAlJA8B6pMvCOEARSRqx3RAFSOIJLzbwPHRKJDw6HJrQO8PgAIQacaxBorPX4CNa7pIbcrMC7DTVaCIn3aT1eK73R4zhAJEq2SDocJSCKgIgGSfIVO2vRmUgKnihBhI0fN0GqtBC0Ia3jqxBwISJUIkp758mkomotJs8RG1XRW2++9djdKy7qD2c9Fs3rn/8rPx6Hgwmz8znOe3rFmKOTFbvbO8TunEGvR9Hf5eT8bUx5iWglbX1OWUboDARNE9eYYpf59JheJhn1Bkgi9+4/pOiV3Lh+mcPZGd5bmqZlf3+XsmhpF30Ormzz4OExxhSMxxPu3H6HzrdoL7l58ws888wVvvjK71DkQ5598SMQhpi843z2kN6oz9HJKZPJFr0yp2sbhqMDzs7OWK47Pv7yJ7n6ZI8333qNydaEz/34X+BOcY2798756PYWs8URtrrHlWufYnx1RM/PmE8yPnt9l1996xX2vvnfwTQrqrZB5iWiFQwnBUWpCF4xXTWsveJAOLpQ0XnBpf1rVM7y4OEJx2eHfPqTH+G1L36JxcmMax+8zqjoEdsOpTRts4ToUb0RpepjmwrbwZVLVzDGkWUC2dPceucBo16OEIFVN0fUgeHWASaXzM+nyKDJSkW/lHSd52BvBCoy6O9h1wGfwaV9yfmyoq4l5VqxWE8JWHToY7MlPhRM5xVOrug6wWJR4WyPS31BpxQB6BnF1lbOZH+P1fwhk9FTuK5iNCxQGgoJqsyZbL+IkDAqW4wqMb0eQiq6KuLCApMppF1Tuw5pDIO85GixoK+GqNhhZEfnewhVEoh0QSHcFOEUweZU4ibNYsTw2oB23THwDfPZGavlmsloxJkDpw4Q7X10cZlby3fpvKE6PuG3P/8O24M97t19g+/9/j+GGBecvz3HbCu2tg84enDIeLhL3VicbhgNRqxXjsl4QvSRzi4ZDIYMej0yX/AL/+i/4sMv/ruMbgiktbTrFa0eMSh7rGaHaAR54VhOO8bbVzF9Tx4GRGnQGu4/uMdgd8LDO3e4dOnSxmcn+bZv/PBj9aD5o9K8/tOsCV80rxf19a7HsXl98cMfilobrLVJgyMNbefITAYhPfuUzmi7FVKlCaAPHUpCQqgmaJGQGc6275NqBVA3DUopyrKg2az1Bh/I8wwpA8Fp8sLQNC1SKowxVNU6kV0jVOsFvX7Bcj5HKk1/MIKokTLQ2RZl1PuAopTTDGidY7sO5wPj4RZFT7FaLvhY9qeY3voytSyp6o5xlmFdS/Q1ebGFKQwqWpyR7JYZ56s52daTyOD4gv/rCCXBC7SRyNTB0DmPR5ATCdETIhR5iY+Bpulou5btrRGL5QrXWspRiZYKQlqF9sFtsqAaJRQxeEKAIi8QMiIlCCWo1i06XXB8sBBAmxwpU0ZZRIlQoGXy8uaZBgFaZQSffk15BtZ5fBAoJ3DeEgmIqInSEZFY6wnCEYPAOk8MilylBu2R6sYYicnT79roHjH6REsWSVojlERnAwSgVUje4EdeXw+B5E8n+DQ1FxKtJK11KKERJI1RiPoRtpgQUy6WICBKPGu80+hSE1xAx5Qp9s6hjcEGCCJHhBqhCipXEaLAtx3z2Rqjc5p6yd7+PhiJXTlkBsbktE2L1inTHITHaI1zMUEvI4Tg0FqjlEJGyfHpO4wGT6JLgYiB4BxeGrRUONskVZAKOBvTVFtHZExTXSGgaRpUpmnrmjzPN95bwa//6i8/dveKi/rDWY9F5nXQjLl/7y6jyYDzk2PkcMSVnTHOzmjXEmsC56f3mXUl19yKvB9ZN4cEOaI/HvLeg1s8/8RzrP2UXAzwneHm3S+ydeUKg2vbOOc48w1CrLm0t0tbdZyfHLGgpZ8NeOv1t/BI1nXLydEp/aJHUAPqZcUzz76I0JJPf9f3kWeBxs8xbY2UsDW8DmrAqNzifNZQL2DYH2JnU+LCMdCKezf/D84PJTHkzBZrTuYrujCnoGK+dqxdoD96FjEWaHGKXR+xM9jjr/7N17j7Xsv3PXUL6RSDokfPC6btjCCH1CvFcn5Kvxhiz5e87ixPPnmDuw/uUg7HrM4fEqpjPvbUJzk+PWI4GrDbm4DT5D7nS+/eZn9nFyP7tD4gfKAW52gdCB7u3rvDYKDxwrBsZvTKIafrBc30AfuTKzSt4vC9I4wWGwBCg18EVqVi0B9x8qAhL3qUMnD/vfeQRcb5Q8moZ8gINOWYLi+Yr1ZsjXc4vnfIqp5Rd5aApZdP0KJgMMrospJ6uUYbSbY1Zilht9hhu7yCYM1kd4+u8bQhMJkURK0pRgdIBJVcEprIznCfECXZAKIdYfKSw+UJ9ew+T17fYp1dYjhpKDLLg+P76Bp2x4pFtWAy7CFDhzMF6F2OTqc8ff3TrE6OybVjf2cHevtsofnim2/Rv/4kX/zVn2R1+GssmiFyccaXTl/js9/9Xdx7/QHf/ZnP8vkvvMmVp78ZX01oujU//dN/le/6nj/FW2+9xsH2Lvg1ewf73Htwm2ZRsb93ma5ZY7SmWtaUpsdpr6KbaYrtf543z/82L8XvxomWYkszlhl2bdnfvcT5agpyj+HOGT7UZO6Aw9l7NLZjb2+P/mSLw3tTfC25+fpNRgcDirwAPvwHfWu4qIu6qIv6mksHTbOq0xpu24E2FMYQo8X7NPFquhobFGX0yTnqW0CjjKZuKgZlH0eHREMUrOslpijQRZaUNtEj8An84wNd1wIBLTyr5XKTsw10bYdSiigUwXl6/QEIwfbePlImaJMMHgEYXYDQGGnobMA70sTMWqKLKCGo12d0bWp4rGvorCdoi8JjfYsPEaX7CCMQoiO6FqMz7j5YUNeB/V4FMcGllBN0wRKFRnqBs12i61rPMgZ6vZK6rlHa4G1D9B3j3oS2a9Fak6nN2muUrKqK3CTdTYgxOW6FRYhIjFA3NUqlPKbzidbceUvoGjJTEAK0dbtR5ApidEQX8VKgtKZrAlIpVAZNXYOS2Aa0kkgiXhlClFjvMFrSNQ7nIz480tqYpObRkigl3nmEFEijcQIymZHlBeDfh1eFCCZLVGql8zQpxuFCJNN5MtpoEFEjpKKNLb5r6JUGL3O0Sdqcpm2QHjIDzrvk9Y2BGCXojKaz9IttXNciRURlBlSOQbBcrdBFj+XZe7j2DBc0wllW7YK9vV0Wy4bdnT1m8xV5b4voNSF6Hjy8w97eNZZhSW4ywJNlOU1raV1LnhVpEiwE3iWqcqc8wQqkOWBpHzBkj0hAGoFBbA5pEsQKkaGzLnl2Q05ra3wM5FmOMoa2tkQvWC/X6Fyj5GNh5ryof0bqsWheDxcPGO5t8Y9+5XN8/BPfQqNfZyBeQJqSh4tf5tYrt7h28BzPP/8Er73xClrusLtzBaNbXv3lv8PHP/UxfCN559VXObi0TdUuyWTL/dfuolRO3bZY29IETb8csDvZBdGQ5zBtpwTv6TqFzgxKDmnWEW9OMaXC+QZnwdYdmcio1hGTVVTrBc5buuAosyEvvPgSX3jt8xxcepKzI8dwa4dFtSIWOzycnqBExsG1fe5MOx6+9wZ7kxFHK8u8anjx2WcYiScw5Ttc2r3KL/ytz3GzihR7O7S/+tM896f/A7psG3vvXSbd8yzWDjVquPTUBxltDckWc663aw6P1uzt7RFUoDFDzM6EOFKYpsfubsb8eMpWf5ujw1MGO1ehKOjlgWZ9zGA0YbHu0KLAI4hSc3y6ZtjfQjnD6dkZSjlkeUAbFbentzD0qaqaa1evglFIcmQ/x/TGDIY9qvWKdQiMdq7TOMH+3oDdS1epu4amusflZ57k9r13cJ3k0vUd5qs1X/jCq+xf2qdpVuzsFhBPePaD38jy4RmLxZwir3nrc+/w+q/8FCpu8w2f/BS32zW37rzJD/7Q9/M3/sYv8Cd+6M/w27/5Oa5dfo63XvmHPPPEFX7z1s/w8sc+jhnus39pl/n5ip284Z0w5nNvnXBpcMIzz3yC3/jcq3zsEy/iheXO/SO2957iuFrhomI1X7A9VIwk3DpeYoxCqCvc/NIh+fwVXnn7l/jkpz7Jzdd+g8//n5/jX/vh/4if/tn/lr3tXS7bPl/84ltc+7bv4I3X3+Bj3/QBimLM2dmXOb5XE0vJwRMDnshu4IJHiMhi+ZAr+0+yrs45PjyhaSp2dnfoFzmnxw8YdX1Wi1cI0zU/8AP/Jm/cnSJsn0E2oOqOWCzWFL0t+qJhvqgpew0P7jzk+uWaN9/6TSKCYJ9mdn7GB564wW9++Qu8/A0fJ8o1b7zxO8D3rRLg4wAAIABJREFU/0HfGi7qa6x/jh+9mL5e1B/5alyLzgynZ1PGky2CWIAYAIrWnTJdVBT5gEG/ZLFcIIRJOU4ZWJw+ZLw9JgZBtViQ51miuhJoFvVmuhiS/xKBlipNdEVIU8NgIUZCSOuqCJ1WY2WH2OhkYoDOB6SQeAdCerxPDtoQI0pqBoMh8+WMPO9h24A2KV+IzGi7NtHvi5zKBtp6RWY0rQ84Hxj0+2hKpKzI+wXHD6asPcjMEM4e0H/yKT4if5hX67+GCX2cj0QdyHspPtQ6SxE8bevJ8yxRdIVGZgaMQHqFyiSuTZTitu3QpgQlUTISvEUZg9us5sZHueLOo7WBIOi6DkREqJyAoOoqJCmbXJQFSIFAgk4uWKVVMk4Q0VlJiJBlmiwvCCHgfU3R71HVa2IQ5EWG8p75/Cu/wyyTQEt/OMG1Hc46pAyspmuW7gECw2Rrizp41tWKK1f3uX//mCtXn2Y2nVIWA1bzE3q9gln1kOF4jNCJzeI6RyYD62iYrlpy1dLvT5hOF4zHA6KIVE1LlhV03hEQeOswWmCAqnMbzVDBetUi3YL56pStrS3Wyymz2ZRrN57jweEtcpNRBMVyuaLY2WW1XDKeDFDK0HUr2iaAgrynKUW5WZ+OON+QZz2872jbFh88WZahlKRrG3RQeLcA67h8+QaruoOo0FLjQ4tzHqVMOiixHqU8Td1S5p7lapb++EIPay2DsmS2njOcjInCs1rO/4DuBhf1z2I9FmvD3/HZb43PPPGNLKsjhts15/dKpFgRpeXwXFIO+2hbMh7CeWfp9xTR52yNr/EN3/ISH35a8qv/69/jPAw4Oz8juIzzWWR00KeqG8aTEbPVjDxCUSTaWtPO2Ns+4PT0HBVLin4FWuAJrNc1+5NrvPzBF3nnzVsonYELBF9j3QI9mFCaHloPGI63KfMlR4dvcu3qs5yfRQ7nXybP+vQGA9bnkku7O7x39yFetoz6u/yl/+I/IyeiKXnuiafw4h7/wnc8x1OXnubH/tLfpn/jKqfzB2yPn8Fd3eJfFMc8pOS5P/6neeXthmcGmoZzblzf4fjwnNXa08uXeFUx7O/x8O6C555+iqpuOTl+SO1Khns9xuM+XYA8myBckoyPRiMGwxHv3XqP0Xibsme4+e4rtG3KnXzogx9lcfqQtrU8PLlHNJHeYJdxf8LVqweMt0acnZzy5bdfY6d/QOumrBc1/X7JjSdfYD475+6t13nqA0/w2c/8Sf6X//l/5IVn9vmVz/8axegqV69f4d137/B/sfdmQbZleXnfb6211x7OPmOenDPvXHeqW/PUEy2ggUbdAiQbRAMGBSKE8INtOSyeHH4obNkPDllSSIEtZMJgEC2gW021oIGGpummuoqauoZbdW9V3bp1x7w5n/mcPa+1/HAKzIsdDtPQBbq/iHzLYceJzHXyv77/931+kCOEh+dpJskep8+fZbDbR6saO1vXiNtdjpw4xdlT9/C7n/tD8FKiqGSxs0KjuQFugVDX+fgnvoVJMqU3fJdkMmRl/UM0mhU7e9ssLy9STAtmk9v4MsA1j/D2K08TRfuceuDvc2vnJiePHaF36yoeOWvHTjGcJAShh5da9qcDBonk9JlzDF3OzltX2NxYp0huc+boo/yLf/Xf892f+A6eefo57n/oXpY7G9y58Q67ZUKz0WJ0UBJ6bTI9ZXd7n8uvXeHhJ86x0t1gd2+HzY1l4miJt965RbPZoMgSVFSCMwR+RFqOSSYJVRKx2FnhzvgO9cYKr77wMmdOHEezzebJU2wf3uTU8QdQRAgct69dZ1LuMB2HLC+u8UdP/wof+9AnSGYJK+tH5rVOi126Sx2efflFHjh2H3me8xM/9gPvqxWfu2vD/9+4O7ze5S+T9+Pa8OJS18W1NpXJ8bShyBSCCocjL0F53p/2iBbO4al5sqz2QtoLDZo1QW9/j9IpirJ8b+UUPF9hrEVrj7Iqkcw9rzj33nAUUBQFwimUZ+a9scwDkXwd0mjUSSbJfKi14DBYWyE9jRQKKRWe5yNlRZ5PiMKYooS8nM29icrDlBD4PmmacZ/4FJ4KePedt5nn3kriqIYTGSvdmFpY4+rVHbwopKgytBfjQs2KyMlRXFt9lvHMEiuBoSSKNEVeUhmHkhVOGDzlk6UV9VoNYyx5kWGtwgvUvHYIkNJDWLDOoT0P5XlkSYb33urzLBlh7Nx32Ww2qfJ50FBWZCAcygvwlEcUBXhaU+TFvNJQBVhXzgOwlCKq1SnLgjSZUKtHLHU32d3aIq759EZ9lBcSRuG8H1f+mc5ZkxPX65R5iRSKLJ2htE9Ui6nHMfs7hyAMSjl8HeB5IaCR0mN5eYHKGIpyhqlKgrCD5zmyPCMIfGzlMFWKFBLnRUxHPZTKiZtHSbOUWi2kSGcILGEUU1YGqQTSOPKqpDRi/mzOkk2nRGGINSn1qM2161dYWlmk3xvQbDUIdEiazMjtvPKpKhxSaKysyLOcyXhGq10n8EOyPCcKfZQKmM4SPM/DGTOPP8ahpMLYElMZnJlnbqRVhucFjIYj6rUISU5Yq5EVKXGtOb9MYN7vWrkcU0r8IKTX22Kps0xlDEEYkeUFnu/jB5r+cEiz1sRaw6svv/S+Oyvu8lcT9eSTT36zn4HPffELTybVDCcqxlNN1Owgw5iw3iFqetTrikbLIyn7tJePshgHuCphnN/gytV3ePtmhoiXSGY1Wq3jrGyucO9954nDECEFQSAoBz5+YKCY0Ww0+MM/fJYf/NEf5e1rN2kvxKwsrnPpzWvcd9+9tAKPsgpYWjqGbwVLG2vktiBstumsHWWhtcjK2io6sEyTfcq8oLV0gpP3fYTxeIv0MGbz5Aba1SnzFC+oceT4UYbDMc1Wh/W1UwzGBwghaPsFVnc44mZ8+tMXuRMoFjeOkPf2CHXED37sccam4GBvipq9Tef2b+EFOfbEBbSxVHnA2okVZocTPvLRH+SLn/8CqSk5un6C/b3bvPHWTR7++AO0F+oM+z3cpAJPcPr4CcalgSLhsLfL5csv0+p47O7fQuFRi2uoQHK4s0UQRiAUO1sHUAQs1EOe+oV/w9LaKtZU7O3cZLXbJUszokjSbi8gJQRRQD2us7J+hM2TZ7ly9SJFVTDMJKfufZwzj55k6+Itmsd91pcuUKmSey6c59jxC1R5gzzvcnt4yH/+j/5H3np3B+kaXL91jQce/jjhQsD5+z7O0EjarUWWTy6ztBYx2d6mZ/c5uvlBIr/HWrvJflZnOtvGpTE2MOztpSwsBszGOyy213nj8kucPdUltCFr62uMc8vR46dIphZrJWHYoN3qUqldTi8dIasm9G/8MUlvi913blLFqzAeMtzv88Fv/S5e+r0v02yucXjnEo99ywP0Dyua/hKVDKjKksBrMs1GHDuxSaPW4TOf/gyLayvgBbz55pusLHcokjFbWzeJ/RZJajGlJS9SFIZ+L2F39w6b65vsb+8w3X+XEw+dpb18koOxI/DWefmFN+jogMM0x2SWbmuDeqvOOD+kubrKsdP3cOXdbfqjIYtLTaSDl154nnP3nOTixUucOn2MC2fP/Mw3+2z4s/zMz/zMk9/sZ/jL4Djf9uf++j/5uMFXviHPdJe7/D/x5JNPvq/OCYB/9i//xZPGzetLKiNRnkYohfQ0Sks8xTxV2JVoP8JXEpyhsimz2YxpahAqwBiF1jWCKKDRaPypd08qgS3lPGXXGTyt6R32Wd/cZJakaN8j8AMm04Rms/Geb1MRBBESgR+GWOY1LTqM0J5PEAYI5TCmwFmLDmLixgJVlWIKRRSHCOb1LlIpolqNhfI8ntaEYUxZ5YBASwvSJ6Lizp0xmRQEUYQt5h7cjaU2pXMUuWHFnGAjXWZV3cte7SbSufl7Xi3AFIaF7joHu/sY5+aDdJEymaY0l5to7c37USuHEBDHNSoHWENZ5kwmI7QvyPMUgZj7KZWgyLJ5bYoQZFkBVuF7it3bN/GDAJwjzxNC38cag1ICX/sIAVJJPOURhhFRXGc2G88DjKwgrrept2uk4xQvloR+AycccaNBVGvgrIe1PllZcPzkOaZJjsAjSROarSWUr6g3liidQGufoBbghwqT5RQupxZ1ULIk1B659TAmB6NAOfLc4PsSU2X4OmIyHVGPNQpJEIZUFmpRjDEO3DzZ2PN8nMipBxHWVZRpH1tk5LMU5wVgSsqioNNdZnhwiOeFFOmETrdJUTi0DHBCzj3dwqMyFVE8D+na2dqe9/cKyXQ6JQh8nKlIswRPasz8T2Ped4+jKC15nhGFIUWWUeUz4lYD7dfIK5AiZDSY4EtJYeabA4EO5+nCtkAHAVE9ZjbLKKsKP/AQwHAwpFGvMR5PiOs1/uFP/uT77qy4y19N3hfK63/55D9xGomyOdPhlDT3aHea7O3fYZZ5PPLoB3jrna+zstJE2RlTOSPmKMthl/ZqnTvbNzGlIXM9JqOSne3bvPzys3zv9/8YL736Io89+t0cPdZhvD+GynLYP2B9c4OtW/usbaxBVbA/PmBzfZHh9T1+45ef4gf+6x8nKXJCNX99ijTH92sI5yD1ycqU1vIifqfLxWe+CpXPwlKd/uEl7n/s4ziR0G11Odzt4QcRaZ7h+Yq8qmgv5pjpJk/92pMsJjEvX7vGhVVN3trg9bcyHj7r8YHHnqCwfRbbG8gKLr36FuudGYXtUmNEgwk7j3yMYb/DoLdLs9nkxvW3+On/7p/w1P/5C7SOrtDqHKfZbfDhe+/nX/3s/8yZ0w/xkW+9h8PbI77wB1/m4ZNnGTEm9ruYTOAHcz/P6XuOcv36LZrdFtu3rzEcjul2FjGVASq655/ACzr0L7+DzWesrS0S11sEnRm3r+1zz8klJmODdgk7u/vc/9EPwuGY3d4OBke73kDbRUycYWaKkc042WqReR79YUE7CpiNpnSONHj1xVdpxD5BGLGxfg+X33qD9jrUxRn2Dt7h3gcfYG/rNsbm2Cpj9eg6626DUfYWauE4e3cOCIuv8tiH/z6vX9/jns1jxLHP1Te+xKxKWVt9gsW1c7x043UeOnWE/Rt3WGyscjC6QVHmtLpdXKWxWlGrHWE42qfIE4b7uzSCCcbGHCY5ezfeRHkFF998m+/7ge/j2hs36E8F3/ud/ynXD7+Oy5rIuMXBzk2cbSGU5XBwg+msZHTYp73cpd1uIUzA7a3btJstlpaXmI5LrCgpqwRExLlT5zCe5eVXv0a3tgJRyG999tP8vR/7cfrjQ37j1/8tjz7+IAdJyYUjR9i85zzDm7vUVlrMJgmjwYDhuM+JzdMUTlHMBmxfv8qxk8dotRfp9Q+JWi2kgB//4R96X92S3lVe/3zcVWTv8hfB+1F5PXH2nJPMw2aqqsIYgfY1eZ5irKTVajOdjQgCD+EMlajwqOFLjQ49sizFWYeloCotWZYxGvVZWdtkOB7Sbi0T1TRVPg8nKoqCMApJ05wwDMFZ8jInCgPKJGdna4f1k0cwdp46C/NkWCnnIVAYgXEW7fsI32fSPwQr0YFHWUxotJcAg+/5FHmBkAprDffLH5mrnb7FVSG721fwjWI0S2iEAuuFjKeWVl3QaXewrsDXIcLBeDQl1AaHj6LEoyJrLVIWmpfLX5znKyRTTp05x+7t23hRgNYRnu+xUG9y/cZV4rjFQjemyEr2Dg5pxXUqKpTQOCuQUiKkJI4jkveG+ixNKMsK3/dxdq4C6kYbKTXFZAbWEIQ+nvKQviGd5cRxQFU6BIY8z2ksdKCoyIsMB2jPQzof51lcJSgxxJ7GSEFZWrSUVJVBR4rxcDz3yUpJGMZMphN0CB518mJKo9kkz9L5erezBFFISEhlpgi/Rp7lSNuj3TnKOMmJowilJMnkgMoZwqCDH9QZpmNatYg8zfC9gKJMsG6+/o2TOCnwVEhZFlhrKPMMT1Y4PApjyZMJQljG0ymra6vMJgllJVhZWiMphmA88DRFlvInDsCiTKiMpSpKdOCjPQ+QpGmK9jR+4GOqefqwdQZQNOI6TsBo1EOrAJRib2eLI5tHKaqC3e0tWu0mhbE0wogwblClGSqYr4VXZUlZFdTCGIvAViVZMqMW1/C0T1EUKD0fZl/5+tffd2fFXf5q8r5QXj//1K8/efv2HayW5MIjG09wTuKpgHojYDK7gzUpBzsHvHPrgKOtc7z26kWmXg/hCQ762+B5lEVJq7HC5sYRTp86y1e+9AJ/4yMfYWP5KAd3dlha7fDWlddZWV9hMhoTxx55NiasCRbbK2TpmIlNiVcXmG7ts7y8wjQf8/UXXmV97RiV81hbXsPvSh5++B4uX3yRxx55kDQZUto9zp4/i+918UxFENfZOeyx2FlACEVUC0jTGaeOnOWV17e48YWfobnXYafuyMcztB/iRSl1cQ8feXiV6zuvc++J+5klPRB7JNOr3LP6AJP8MiKKSRKJ3r2MmBTEywpEhw9+63fw5d/+bYqoR+/WgGNLZ7j0wtN85Q+/yHJ3hSgc8Is/+yU+9MHv5rUrT5PNEsq8w8nj5/EjRVFNaXTqXHt3F+ckeWGo1zs0Gl2k0EgZsH7+Ibxsip7usNBRLK42KOyQ1c0WahTSbtY57B+wtrlMTQbMkilxHFP2E2q1LitHTvI7v/UfePHiiwwGGafPnKacTrhx/SaDsSUIY774+79M3Ay4eXPE0vIiRZFy8eJF2gsrCCW59MrzLDQ38H1LQzapiorFuE0cNFhtNknDlKxSxKXBLx2Xdm4w7Jfcc0yzfe0G125cY2rrOLnMyWPr3Hz7JVbqXcrxhN39VzGeT2vxOKV1NBprDHtT6t4qv/6r/xWbG8co05y01LzywosULmOxs86kNChxgv7OIWePH+fS7UO+84FHuZnuQb6AUikVFb7XwrgEUxh87RPWY3wVU293EUiWFleIwhqD8ZhWa4GoaYhCHyc8llcb/E//w3/DsaNH6DZa+KHBcxVBULH37js02yf4+Ld+jOeee4aPfc/3IKuK23vbNMMAX2tsVrHU6BAaybC/g0u2mVCx8eBD5FlJs9Nla2+HyCoiXef+B86/r25J7yqvf/7ve1eNvcs3mvej8vrP//n/8mSaZTgJFomt5vUgUiiUJzEmwzlDkRdM04KarjMejzGiQAhBUWYgBM45PC8giiLiuE7vcEh3YYEwiCiyDD/UTGdjgnC+VeN5AmsrlAJfB1hTUmHxQk2VFQRBgLEVo+GYMIhwCMIgQPiCditmMh7SbjexpsKSU2/UEcJHOIdSHllR4Ps+QsyVzEV7L3FUZzROSfevoHNN7oGtzHuJuBaPmIVWQJKNacRNjCmAHFPNqIdNSjtBKIUxApFPEZVl3X+AZR6h7O5yuLePVQVlWhIFdSaDPoe9fQI/RKmS2zcO6XSWGM962MrirKZWayDlvI/V8xXJLAfAWlCej+f5ICRCSMJGE2ENssrRviAIPSwlQaQRpUJrj6IsCEMfT6h5X6+ncIVBeT5BVGN/b5fhZEhRWuJ6HVdVpElCWTmkUuwfbuF5kjSp5qu+zjIej9F+AEIwGQ3QOkRK8ITGWoevNEp6hNrDSIN1AmUd0sIkSyhLS702r2NK0hmV84CAWhSSTocEno+rKvJ8jJMS7cdY5qFcZVGhRcD2nTcIoxrOWKwTjIZDHBZfh/PqGRFTZvOav2lasthsk9ocjEYIixPztWGHwVmHkhLlKaRQ8yEZge/P037LqkJ7Psqbf55AEISaK1cuUYsifE8jlUPikMqRJzM8XWOpu8hg0GdxZQWBmwsxSs2rp6wj8DTSCqoyB5NRCUfYamHNfFDP8gzlJEoqfuqn/uH77qy4y19N3hfK60/+o//WdRptsuKAJBnQah2hMgmvXnqeI8fP0O2uo2VEI+4wnOUc9G9y39kP4Xma3/zNn+fbn/g2+qOEweAOGxvHGM8OmM5yTp29h1dfvE4YDTl97DRvvnuNs2fPMOj1abU7NFptijzH8xVVNj/0drdvULmS/iThyNENXvr9PyKsL3LfIx+EKCDLB5xY7nDp4vN0OkfwW5u8+PTv0Wh2Of/YWaQQTHo9fC/GOkdWzljstLl9+xZnjt3D6zdeRLz2MiLZ5catPdzq/QiX8/pb79ISmk/+0MfRB3fIJjtEXozfqDHo9VkKjpDV9+kEXcajGXvja7SrRWorAbvFOurxkxzelCwvtbh+5YATp1e4s38bX/rkWcz5C8e4tXPA4x98mHw2w2Qx1w77PHisibFzT2V/PMavBRTThDiKqLdq7O4PCQOfdqvJtWvX2OwuUlpJqxmTW0dZlrQada5euUq36fPOjWf5vr/5jxlO36E3y1heX6DojxgkCafbx3ELTb7w2V8CAZ/4vk/Rz4bMegnN7iJRzXDj+rtsrJzCFBnZJKXWCCkT0EHJ7dtbnD57lMkgYOOBLru3SszskNP3n+Xlr32F02fOUltqQSZoNlvooEm8EBLPNJfeeYZHPvBxvv7cMzS6hqX6Gn48491Xt7F2m876UcLmKmubx7hzE0R5i7Bdo0wt21tXeOChTzIaZBxUCa2g5LOf+bd84OwTrN97L6ODA25MthmMrvE9j/wAz1x+jdXmEkJZUD64KdNJih83ONw/oLCCfDZEKcEkT6jrJklZMRoeYEtFq9Mh8AMqZwm8GlU5QUWasLlEJAWf++yvs9RqcPzBb2XRm/ALv/pznD/yKB/75Hdx7c4BtUhQlpKuJzH1GnWpmWYDhOdTby6CB0oolKnx8otf5cK9p6hcTJZNkC6nVBlFbvmJH7yrvH4z+ItSXv8sd1XYu3yjeD8qr8dOnnba01hbYEyJp0OcM4wmQ6IoxvdDhFB4SlMZS14kNOsLCCHY3bvFYrtLWRmKMiMKa5RVjjGWWj1mPEyQqiSOYqazhHq9TlkUeFrjaY21FikF1jg8zyPLEhyOsjJEUcjwoIdUPs12B6TE2JJaoJmMB2gdIXXEsHeA52nq7Xk9S1XOvZqOea2JrzVpmvLB2j9gkgxhPAKTk6Q5BA3AMpkmeAhWNpYQeYatcpRQCE9RlgWBjDCqQCtNVRryKkE7HxVIchsi2jWKRHAl+AzJtKAWB2RFikBiraLRqJFmOe1OC2vmFTSzoqQVeTjnkFJRVCVSKWxV4Sn1Xg1QiZQSrT2S2Xw92DmB1grj+NOO2Nl0hu9JZmmf1aVTlGZGUVmCUGPLktIYYl0D7bG3swXA8uo6pSmpCoP2faRypElCGNTmAVvVe4OvASHninocR1SlJGz65KnFmYK4WWfU6xHX43nyrwXtaYT0UL7CqwSTWZ9WZ4nhoI/nQ6ACpGeYjTKcy9BhhPICgqhGloKwKVIrrHHk2Yxmc5mytBTO4EnLzvYW7XqHsFGnyguSKqOsElZaa/Qn43mSM7xXtVNRVQapPIqiwDqwpkQIqKxBCY1xlqoscFagtX6v55j575GrQAqUDlDAzs42vudRa3XxRcWtOzdpRC0Wl5dIsgKlwFqBL8EphScklSlBCjwvAME8kst5jIaHNBoxFoU1FQKLFRZrHa++dFd5vcs3hvdFdvX2YEK53CWlA67BKE0pheLCqY+w7C/RHw2IrM8sKfB9hzGGSbJH73Cb02c/jFk+RutIm1P3f5jUpXgyoNNcwcwMp88vsrl2kr3hlLDuY5yksbBEWiZs3zqkqiom4wy/3aDMc9ZPn0dbQ7q3y+03t3jgQw9z4vRJbm6/wcljS6xFLf74uWc4uflRLr/7KjcuXaTVjmh0Q1a667zy0husLW5w9txR4hoQ9JipglPa8dXr12jePKDLDpXKcF6Ta4e3GA6mNNotTOC4+ZXfQdkdysywuFhDDgaI2RQ/OKBV95mZPn5g6QRHqNoly8trHNvYZfuzv42vFaN0Snch5OBwyOlT5wmjBkurmsFon5WWz/7OFm3ZxpQHnF9t8LU/+jLai0iKMc06lKOCRrNJGHWZzHLiZhOpFXluWV8/hYhiopaiUoZ6IHj6md9FR9BeXufCg0+w3YMvPvdr+PECzXoTUsnCyjEef+ADyDUfJwd89JN/i7/1n/wDxsMRy/UuOgwJKsuwf8CJI49x9drbSD+kvbHO2I2pdILxfS48+kFwS2TVkMHWFF9NuHDiHJ/7lZ/nR3/kx9lcPYVf9NhcOMWtG++iVcIffPYpnn7pcwjp89blS6ydWKXur1C4Cj84TbB8gvs/8sP88QtXUdUGbzz7LGHyMq5VIxjEeJHk1vWrHPRukrstOv6UySDj/P1PsPnQI/QOb7O2usmjx57g733ip3jutadYXIeNbpdXLn+FB47eQ2Yko/4ezXbIa3/8BlqmaL/JaDZhqbnBaFSgXYhyEd3uUeJYY1xJq9kgm4ypqMiGKQfv3uQLn/88H/uOj5OVM3rXX+TtG3fY3LiXMMjY722xthhBWdGKAgoNBzvXORhtIYqAplzg1/7N/8a//7n/lS9++vO88Pwf8PDj95MWOVevvUZvsIPzFDff2cOXzW/2sfAfJX8Zg+td7vLXnayscIGPQQMelbFYBI3aAoEMKKoS5STGWIQE56AyOUWRUa8v4IIaXqSJGwsYZ5BCor0AZxxx3ScKauSlmdeuAJ7vY50hSwucc1SlQWoPay1h3EA6h8kz0klKs9OiVq+RZBNqtYBQaQaDPrWwy3Q2JpmM0Vri+YrADxmNJoR+SL0e4SlAlhhh+YD8YXpJgpcW+GQ4YUB4JEVKVc4DfZyE5HAfQT5XEwOFKEtEZRCyQHsC40qkdGgZzhOH/YAozMi29xFSzKtnfElelMS1Okp5BIGkKHMCLcnzDE9onC1oBB693iHivTAg7YErLZ7WSOVTVXOfr5Bi3v0axvM+WC2wwuFJ6PX3kRJ0ENJotckK2B9sI5XG8zywAh3UaDc7iEDiRMnC8gora0epygrf85FKIR2UZUEtajNLZiAlOgqpqHDSgJQ0Wh3Ax7qSMquQoqJRq7MfW8xIAAAgAElEQVSzdYvNzSNEQYy0BZGOSZIZUhgOt3foDXdASKaTCWEtxBMBFoeQMTKo0VzYYDCcIVzEpN9HmRFOK2Q59/0myYy8SLGkaFlRlZZ6s0PUalEUKUEY0qq12Vw+xmC8ix9CqH1G00OatRrGQVnmeFox6o8RwiCkR1kZfC+iqizSKYRT+H6E8iSO+WWKqUosDltZ8lnC3u4ui4tLWFdRJEOmSUYU1pHSkpcZgS/BOrSSWAFFnpCXKTiJh8+dmzfYuXmd/Tu7DIYHNNtNjLXMZmOKMscJQTrL55VTd7nLN4j3xfC6sXoEfzrDp6R9bJVcBmDrlOmYZ557meMnLlBEKcIZtLIc39igt3sbwRRlU7K9bUxSUWSHDAZTFtZO0FpdImy1qEebrC0fZ2W9xZl77kfKCE/WCMMWjW4Hr9ag3emSjWZYT6ArSdhYIlyoU8mEN6+8ifItvcM9vvjF36Gx3OXxD3+S5179Y77/7/wU03RKlltsaXn9lecJZEoYt/nd33maVmOTU/Je8mnKzE3o/v4/pebeJe6uoVPDqQsP4MYV09xwbGUFhOPiwPFHFwcUecZLX7uMNYKw5tjefQcxyCj2hhTTAbNkjFIhta4lCE8TH1nmM7/0y2x0NsinM2pRRL8/wNceaV5SzQreunqVvd4Bs2kP5UAYwwc+/B1kxmKsz7VbfTrLbaZJTme5RS0M0Mawf3uHpYUOgYYkGbN1c588dYRxyN/49k/Q72cIMWb3YMb3/s0f5qF7vx1beuTTgtFoykGvx96oz3g4AxMgK0tUD2gvbiCIqQcLyNDD112EFHzlq3/AhfMXGB4UzPoJSeYhdIjxK97efZ3HHn+CLzz1FF/6zaf4vRc+z6nuCrf3t9mZ7pKMJVevfJ2ODhhvvU2rE3H2ng9ybfs1RGBpNdc5euo8tc4CuClrazHJFH7kx36Ece+AQBtqpz/AO6+/wqyYEoRrPP7hb8GKjNFkgCWj3k7ZWFhh2jtgc+0I//rn/xnNRsbWwQF39tpEepU01Kj9jOe3e0z3UobTfXZefYHjjz1IvdGkzCsiPyAtKvYOd0iKCasbK0hVMRj3qUUdkjyj1qmR54o3r77FwWCbU+eO0Wq3OHvhEdaPn+bt69f5lu/82zz2Ld/Ps0+/RlVZFheXSLIZ08mU5aU1ZhPD7vCQXpLy3X/3h/ngJ3+A02fWOLXc5dqVd3Da48jmUeJand5hjwcfe5DRtP/NPhb+o+Mvc3C9OyTf5a8zYRAhKoPE4kUBBgnOw5mS/mBIrdbAqnlqjcRRi0KKPAUMOIPNM5xxWFtQlhU6rOGFPsrTeCoiCGoEoUc9biCEQgiFlBrP1wjlobWPLedpw9KB9Hyk9nDCMJlNEAKKImd/fw8v0LQXVhiMB6ytHcOYCmPBOcdkNEBikEqzv9/H80Jqos695lMYKvyDd1FuhvJDhHHEjSauclTGEQUB4BiX0BsXOGsY9iY4x3wtNJ9BabF5ia1KjKkQYt6jKmUdFfns3L7N4/onsJVBqXnyspRiXhVkLJPZjLzIMVUxVwWdo7OwiHUOh2SWlOhAY4xF+/PkYekceZoTaI2UYExJmuZYA9JTdLsrFKVFUJHnhtXlDVqNLs5JbGUpy4qiKMjLkrI04CTCOaSSaD9EoFBSgxRI4YOAw94BzUaTMreYcu6BRkqcdEzzCa12h72dXQ72djkY7BL7AWmekVU5phLMZkN8KSmzKVor6nGHJBuDnK8BR3EdpTW4ijBQGAMbm5vz3lbpUHGb2Xg0r1ySAZ3OAghDWZU4LJ42hDqgKnKiIOLmzWtoz5IVBVmuUTLAKonILYOspMotVZWTjQfU2i08T//p2rCx80Ro4yqCKEAIR1kVKKUx1qC0wlqYziYUZUatHuFpTdxoE0Yx0yRhYWmV9sIag94I58D351VDVWXw/RBTOfKyoDSG5fUNOsvrxPWQ2PdJZjOQgiiK8JSiKAqa7SalKb+pZ8Jd/nrxvvC8vnl78OSgv4dUCuEHnFhawemUcKlLGLZZ6xwjqK3RqUUkM0sUtfHrXazQLHSayEaIEh79gxmnzpwmneVooajKiCR7i3fffJWrlxOW1rv4WpPnJctLLdoLHabjMQv1BbIkY290SDUuqLWavHP1CqtLp1k9ssS1d3fYXF/j3Olz83WUwKHkGD9cIC/2kKIGQlJVBWfPnKF3uMuRzRaXLj1PfP4c4srrXHn2Mxy95yjx6gLMRkzMMcJmC+0UUxy2yDl29BSjNGeh1iQIHK1mzGiS4GREt77KZDTA5RYjQAcFUneY5Zo0SLn99g2S2grrp8+ROEMURehA0+sdUOYFqrAsHT9CbzjksY/+DayuGBeOvMroNGv4KkDrECjwZIPKJExGY6T0+PSnf5UnPvghsiIjCjX1uEaSpFx8/Q3WNjdQCrCS0g0o8inj3h5epHjr3WscOXaU6XDMdDwhTRyhblBkFZPRHaJagKcrsH0Oe1Mq08PlDb7zo9/Lwe4+UbOg0TjFheMbeEimvSGHW7t89Zmv0oybdLuLzKYlK5sb+N4qs/GEzROrHDmzDuEiMzfj+Oopvv7y7/GBh36IyBO8/vqLHF57m2yQc2PnTQK5SWWv0T+YsHTPUQY9w7VLL3D83MO4akamfGo0mExKAq2ZDmcEtAkbAqc117d2CELJ61euIbOSsv8u47ffIo9b3L7xNktewEtv/zb7V6c88qn/jGd/5VfojwYsrx2nsCn1WpM0mdJudbh5cwucR6ujKauQy299ne7yUbSeJ1c+eP4+EJZ+b4L2IpbbNd56a4vV40cYD+5w74VzVJUlzdL3eu40zlpaneb8EiNJULICm1GGmlIKWs0W6XRKWVZMZzMeeughPvPrn+H++89z4czdtOG/TP6ivK7/bz/vrv/1Ln9e3o+e1//9//ilJ8syn1elSEkcBCAtMvBRyifUNZQK8ZXCGIdSc2UQBNr3EJ5CIChzQ1yvY4xFInBWYeyUZDoimVqC0EcIibWOINBo36d6z1tojSWvClzlUNpjNpsR+nWCKCBJMqIgpF6v4yxI6RCiQsr5qrNgnmrsnKVer1MUOVGkmUyGeI06K9NjzAbbRHGECnyEqahchNQe0gmMcDhnqUUxlbH4ypurmdqjqgwIhe+FmKqcz+tiPtAiNMZKjDKk0wTjhYRxnUXuo6cuI6SkKOZpyMJCUIsoypJ2twvCUVqwzqK1+tPqH7DzlGQMVVkhhOTO1h06Cx2MtSgl8TyFMZbxeEIYhQgBOIGjxFpDVRQIJZglCVEUzfteqwprQcr54GaqDKUUQjhwJWVZ4ShwxmOpu0qR5SjP4XkxjVqIRFAVFUWa0Rv00J6H7wdUlSWIIqQIMFVFWAuI6iGoAIOhFtYYjQ7oNDdQAsaTIUUyw5aWJJ8iiXAuoSwqgjiiLGE2GVKrt+YXI0Ki8KiMQwpJVRoUGqUBIUmyDCkFk1kC1uKKGdV0ivU0aTIlkJLRdJ98ZmitbzK4s0VZlvhhbb5yreZduVpr0iQFJJ6WOCeZTEf4QYQUEikVzUZzPtwWFVIoAu0xnWYEtYiqzGg0GvOVZGsBkFKAc2jfm3cUG4MQFrA4KbBCoL35z3duviXZbLbY3t6m2WzcTRu+yzeM94Xy+sbLr7C2ukQtqBHZkFFuSaYx2pXUFwSXLv4Orzz7C1zaegndFIyzXZLRDrKqGIxGuMkM63ksrhwlzx1CKVAet7ZeZKP7CHduZ7Q6FX4UIEVFpyb52pe+zK237mCn+3zuV/8pnjGsLS/SWoiJl2qcP3c/5+47R6t5lqMbqxTZjIuvvMb27TuYrGKxu05/f8Laymm0FCx2u8zSjHqjRTmTVLZBICK+9tnPcOVrv8Zm3KQWLCHLBKM1IrCErsfpIyvIfMZsPKO3PaAVNqj7mla7g2dTVDUhKMaETOkPRlgh8ZVHzV8kS3o89/Xr/LvPXuQPLln274yoOU3e32W5u0BNRzxw/72UDuJ6g/7+IXaW8qs/+y9Z0Q3uvP46pIbJcMzXnn2aRhzx1H94isqVTNIZ9WaLyTDhp3/6v+Cwt0eWjclSg5AapQMefvhDlIVBonA2YjC0hLUNwvomb1/e4sF7HwInqHXbTG1JsxEgVImVGX7Q5uqNXXy/zuLqBpTw4osvc/rcGlv7bzOuBjz//CsM99/m+cuv8/Kly2wf7jGYznCFpcxzeqPbtKI6erlDqz1BYXn16Vtc/Nor3LnxZRZrHSb2kMee+CReo4fXqvPYwx+ic+FeVh4+x+lT30uzOaMaBxwe3EY4j6P3bXDm/nME7S5WtxgdbiGDCtmwWB3QWVjl8tvPELgm4+GA9ZUFTp84TlsXXLn6Nn0z5moac+21pzj24EM0ljVF0aZ2pM7Lv/yLnPmuD3GYHlJvaN65fAnlFTTaAW++9QqLy22Gg4TpxCDRHD92jrDKye2M7sY6OwcTylwR+op6Q3A4sXzXJz6KyhJWmquYvKDKHFUlqJzAC9qkqWY6tsyKHu3FGOV7GOvTcBWhUOzcPqBTW6ZRX0GrBl/7o+f5O3/773K4N/xmHwt3uctd7vL/i8loRBj4KKVQSEoLplJIHErDZLzHqH+LSTpEeFCZDFPl4BxlWUFVgZD4QYS1DoEAIUmzIaHfIkstnnYIKRE4fCXoHxySTlOocnbvvItwjtD38XyF8hWNepN6s47WdaIwwFrDeDQmSzOcdfh+SFEYwiBGiD9Ru+xcVTPgnEIi6W9vM+1vEyoPJX2EMzghQIJyJXEUgDWY0lBkJZ7y8KTE0xrhDLgKaSskFUVRzQdXIVDCx5qSwTDhzvaYwwkUWYlCYoucwPfxpKLZbGABz/Mo8gKM4c716wTSIxuPwTqqsqLf76GUZGd3F4elMgbPm/trT91zgrzIsaac18cwTyVutTr/9+uNpCwdSoUoL2Q2SWk25nYW5WsMFs+T8+Ai5v+XzJIMKT38MAQLg8GIuBGS5VMqVzIYjiiLKYPphOFkSlbklMaAdVhrKcoUrTxkoPF0hcAx7qWMeyOy5BBfaSpX0O6sILwCoT3arQ66USdoNYhrK2htcJWkKFJAEDVC6o06UvsgNGWRIZQDxTzISQdMpn2k8yjLgjDwiWs1tLDMZjMKVzGzitl4l6jZwvMl1mpU5DHauk28uEBhCzxPMpuMEdLiacl0MsIPNGVpqKr5a1yr1ZHOYqjQYUieV1grUFLgeYLCOJaWFxDWEHgBzlqccTgHzgmEnF9uVBXzihxfIaTEufn1hHqv/kgrH88LEMKj3x+wurpOkd9VXu/yjeN9obw+8/LrT+7t3qI/GhM1G/iFB8UQMzvKkfWj6OYI6yJeeOYyK0c6LHWO0mq2cEyp+wUUDVyR0m3CreuXOLq6RpGMuXzpXU6eO0VZGYJGl2bg89Jrz1GEdVobZ4jW2xQuRMbHqK8u0hsPWQubvP7c85w++zBX33mdw4MDhmlOc3GJqzeucmR9CeWHWKHRsaPeDiiyillWoP2IKiuoddo03JSd/dssLnoEZsRiJyKpHH7o4QcNbCYwfoMgqLEQN8mQ+PGYuO4I6hWN2ozFegtTGlxpGJWG1fYCFsvM5MQtwfhwimwe5cphQVz3UZFm48hxhrMJy+2j9HdG7O4coBYFw+GI0AvouJCxGvPKxYs8+oFvod5YZDorOXvvfeRFxoV7L5CNRwgceVEi4wppWpQ2Ickcga4xngyp12PKqqTKC6yxBI0IWxYURUoU+djKMB6P6bYbZGVOK24gAx9bFHjSQ8qExz/wEX7j332O3u6AwegdPvWpf/xemqIiTVPuOfkIfiAJIsvqyhqNmubwYEStBcdPniGKz/DohbOMBobQ+YzMPoP+2yytnOb0qQfYujVgeXkFhWM4GiJdnbIcUpN1KAouvvYGmQzx6h22bn6VI60TVEOfdGqRWYaQChSM9m9T9G4QBDDOC6KFJZJ8TFOH3N66gQ2bFEXAoH8F7fl4cszRY9+GUBnKj3j9ha/jbMFUO/b3+5w7fp6r167z4MNP8Fv//vfIK8Ha4hFKo1nbXGD/8HCukJJT5nWWlhd55ukvsba+iK89fB1QpIYZM+IoQFqfRiui9FrMpjmRUKzHXXb23kHqPjoWlFNNWeRURUWgfXRUA6U4ceYow+kenq7wPMn65sp7XW05jz543/vqlvSvs/L6zVrjvau+3uXPy/tRef3Zf/1zT+Z5SllVKM9DOgmuwpmIKIyQugIUg/6EMNL4fm3upxTz8BycB9bge5AmU6IwxJmKyWRGrRHPV289H09JRuMBVnl4YYwKNdYp8Gp4gU9ZlQRSMxkMqddbcx9gXlBai/YDZumMKPDn7zVCIP6kf9Y4/i/23uzZtiy96vvNOVe/+336c/t7s+8rKzOrVL2EoAojMNiykcGBA7BRYImwefSLox5whAMesDFgSwWSbCEIECCEpBJSlbI6ZWVWZd/em7c/fbv71a815/TDuhB+s41lKiXu+APOXuecHXPvb45v/IY2BiEV1hiU6+KgKYqMj/t/FmlrPFdhbOOGCdVAhax0UErhKRcNSKchHyvH4iiN57hYa8FAbS2+6wGgrcFxBXWpEU5IUlmUIxFSEIYRla45577AbvEmRV4gPEFV1SghcVHUomY2n9MfDHEcj1pb2u0uxprGvasrBGCMBccirIO1Bm1ASYe6rnAcp1k3NqYBPjmqqasxBqmaYHJd13iugzEa13Gawck0DqYQmv5gyMHeAVVRUdUJZ85cwRh7D6ClaUV9pBRIZQmCAEcJyrJGuRC12ijVpt9tU1WgkNS2pKpifL9Fu9Ulyyp8P0BgqeoagcKaGiUcsI1zbETTJ5ynI0I3wtQSU4MwGiEaslFVZpgyRUmorUF6PsbWOEKR5SlIB2MkVRk3dUOiJgyXELJ5T8ynM8BQy6amqRN2SNKUXm/A0cEJxoLvhVgkfuBRVmXjSGOw1sH3PcajE4LQQwqBlApjLBqNoyTCShxXYYX7b7YOAsclLxKErJBKYLXEWAPGIqVESgeEIGqF1HWBEBYhBGHoo3VTO/SXf/InP3JnxX39/tRHwnlVjku/1+bi2U18I9B1iu+2OXsm5St/9xfp91fZ3z7l7MYSt97bZuf2u7z1vW/xwZvvMi9y3r/zGt/6xtf4jd/8FqN5hvEDJoXghU//IV569Rs8+sTjLK91WL14lo898nkeGK7Ql3NMusNKz+fBBwZ48wkDr4fte/QffoRxPSJor9LqepxfHtLC58qFSwivy80P3kJWFYHxSEY1s/mEs2fXiXoBUcvjYO91Xrr2HqouufOdf8JG0CI2lqhdMp1k5JUFB6RrcFsOFx/a5Oymy1K7h6gcIm+JMBiC1hRFRW1cci1I85y8qgAX5UkS4dPqHJEsFpxOC1q9VU4WY/7ST/9VWksrVKHLJ7/wJapxRuS2QUguPbLJj/yhn+Bjz/8wWVlyON7HygJdxeg6JwgC6lpTaEMY+bjlOpPpNTphQOAllHpM1IrY3dslCO6BEZRDsUjAcUmLgrDTZu90n5XlAfP5nL2dLZ569AG85pMZ2emwNBywd3iXH/tTX2L17Borq2eZjraZjrdI0imdTogWh9i6pB0sEy9GHJ0c0VuCjTNP4HhLRP2KO4cj+u0+We0RDjZxwppWa5l33nqH29dfJc6n1LLF5rnHSLMpqA61snT6yzz+/CUePb/O3tXfYXn188S08Hs9Ni6vcXdyC6tm3Hj7GnHqcf3WEceHJyTjU4aRR2Ra2O4KYXeIE2cop+LBy5+k0wpYJIYzZ5Y53nkPlTr8R3/+v0C3uvTWzzGfpnznm9/ls5/5LFtbW3SGERsXVwn7LlW9IE1zep0lwrBDv7vK3YO3mRzs8/STH2M+j5uV60WCcn1WvGXIBTWSaZFz6+4tPrj1Osejq9yY7NDffICr74y5+cYWt3Z3sJ7E70YYz+ASEI9SRrsjAtXBd5fYu7vNydEY35GEXvSDPhb+vdEPOn/6g379+7qv32uJezTbMAiQVmBNUx0TBJqtu7u4rkeeloS+R7LIyJI58+mIeDanNppFOmV0esLR8Yiq1lipqAz0hyuMJ6e0Ox0838EPA3rtJVquhytqrM7wXUm75SLrCle64ErcdpvSlkjloxxJ6HkoJK0wAumSLGZgLApBXVmquiIIA5SrUEqS5zPG8YIn7U+QjvYJpEIDShmqSjdDoaChvipB2AoIg2ZLS1iBkl6TA7UWoy0WgbGgjUYbA8iGVCskyinQdU1ZaRy3gVtduHgF5fk8Lv8sg+VVbKVR9wbuqB2wvLxJb7Dc5C2rnGZIqrHWoKRsXuteLlUan6qKcZRECY2xJUopsjxDSdGseguJqTWIJsOpHIe8zPE9l7qqyfOMbruFRDRDv+Pgei55kbG2sYof+Hh+SFVmVGWKriscR2FFfm+11qOuS4qiwPUgCDoI4aFcQ5qXuMpBW4n0fISyKMdjPp+TJlNqU2GFQxC00boG4WAFOK5Ppx/RDn2yxSmev0yNg3Rc/JZPWqVYUZPMY7SWJGlBUZTossRTEmUVuE2uWmiNkIZWa4CjGqczDD2KbIHQgo1zZ7HKwfVD6kozGo1ZGi6RZlkD+op8lCsxpkZrjeM0Wwiu01QmVXlOr9ujrmqsaS4FhJD40msuQRBUxpBkCYtkSlktSKocN2ixmJcks5Qkz5pcsaPu0YYldamp8hIpHKT0yNOsoUsLmvfLfd3X75E+EsMrVvPm6y/xzd/5Kq997ztk0rB8eZVf+pV/xpmLJS/+2qsoVeAFiqo65eq1G6jAx4s8br5zHbf2WV1vETgBR7vb/KN/8AsEjktvJWB97UHee+9lskXMP/35n+GN73+Nt699iJYtiqnklW98nY3WWdylLmFnyL/4h7/Iw+sXcK1Le6lFt93n9bdeRYWS1ZVL1EnJuYceZzJdUOQZZZWwuXmOWZwRhi3ev/YBbh2ysb7G/Pp3ubA+QEUVpbUkiaHTGVJbS9Ry0GWKrnKMXiByBVjWVs5iK4fI66G1Is1LjLDERUFqK1KjufL443ztazuMZyPErMWzz/YRLJieHBBQ8Utf+fuEUcwXPv8c08l1FJqTkwmf+pEfRw2foddSLA06gGVpMKDbbjMfT6hyTZkUtFt9hHCJ5yn9geHuzZyj3ZRQXSJNFV4QMFzpkKczhDIUdc10GpMmGZura+zv7vKlP/pFDo73uPr+VV54/gV++qd/ioP9HSLfw7Ngix6zScabr76ELk4wesRwMGQ2r+kNlrHaJ3AHXL/xDlvXbnK8e8Ajlz/OlSsv0G11cYTFE0OG/Yrb8S6+P2d6cpdu9wkOTw6ZpSf88B/7Ud57+SVW+m1OD0Z02iFnz3Spk5S7V9/m6P2rvPnqN7l05TJtM0dVNS994xd57Tu/zJMXPkGed2mtDDkdf4jfX2We1Aw653nz5W1qL2G0s086GRP1A379X/wm2lVcvX2Tj3/6R7i+tc17NyfM6pp333qT0Eh23nyHQd2s5fzcL3yFD69eRcoKz1WcHJ+icKl1xSI9IUknHO2PePCR51i5cIXdvT167TbWavr9HnldIPwU62RMTnap0zlBGfPgxkXWzj2FWDi89OLvcOHSkFIs+MIPfRpb1ChjqOKEg9EeVx65yCKdce36+5T1lMtXzjAfT3n9tVc42N/+QZ8K93Vf93Vf/3ayltl0zOj0iOl0hBEWL/LZO9gniAwnh1OEMEglMKYkjhsarVCSZJ4gjcL3HZSQFFnG3u42UghcTxL4LRaLMbquOdjZYjY9YR4nWOFgKsHk9BRfBUjPQTkuh3s7tP0QaQWOp3Acl9lsglDgeU3HZ9DuUFU1RhuMqQmCkLpuBsRFvEAaSeD71PGY0HcRymCsRWtwHA8LKNUM6dYYsDWYppXE90KsFSjpYu092BJQG4O2Fo2l1elwcpJTVSXUDr2eC9RUZYHEsLe9hVI1y8s9qioBLGVRMVjeQLg9HEfguQ1N1nNdHEdRl1UDvdJNDlMg0bXGdS1poikyjRIRWgukkniec28YbHKzVdUMXoHvk2cZK6ur5EVOvFjQ7/d59913yfMMpWQDizIuVamZTcdYU4It8VyPura4noe1EiU8kmROukgos+a7TivqN88nLFJ4zfPpHClr6iLDcToURUGlS5ZXV1iMx3iuoiwqHEcSBA621mSLGcUiZjYdEbUilK0Q1jA+3WU62qcb9THaQXkuZRkjXZ9aW1wnYjZJsVJTZjm6qlCu5OjgGCsEizSlN1wmTjMWSUllLPPZHIkgm81xLXi+y/bOFnG8ABqnuSwLBA1luK4Lal1R5CXtdh8vapHlOa7T1Bq5blOtg9QgDGWZYXWzXt4OIvygC7VgfHpCFHkYapYHQ9AWYS1G1xRVTqsdUeuaOFlgbEXUCqjLitl0Qp5nP5Cj4L7+YOojMbwqa3jhk38EIxVpXuOomF/62Z/l7MWAReyzeX6A464xnowQBDiqQuGwdfsOMmxhfcVwdZMLg4AHPvsxXBUxa4Vce/Uqk+03WOlvEGennL1yHqfTYlHcJVnA1o236ESrvPidr/LG776KV4x4+uMvkNkZRW4QiaDOS770pZ+A2vLeOy9yOttB+Qu6gzV065RB38UNPFzjc3H1MlmiuTmdwLXrtLyIjn+OtBaEjse0yHAcH1XkxPWEMDBU8RGLgxFRGOK6PrUZUZuY/ZMxR3GC67Y4mi+w2lCkELQkv/X1l4h8h+UljzSLePv7h1webFAmM17+zd/m4Mb3+Mpf/2vsbb/J8pXLrJ57ii/++B/n+OQaVZ4xn4/xZEA3XCJw2szTHK/dIfQijPRxRE0vcukPQk6KMY/80GOYXs233/418nSHt19/k/NnHiY2Dmm8IJuMGAwle9s3OTg84crF89zcv8vp6JSgG7B7Z5cv//d/nSItyeKCIkuo7ZxB2+WRZ15g89yzXH7kCyyqiguX1hmPZ6yvDrm9dVmBmD0AACAASURBVJ0nPvE8W/u3GXS7fP2l3+bmrbfZWB4SeT77R++TFF3CWnHtcJ90KllZf4BHLyzz9Cf+BK+//jZts8w/+NVfYP3sBmm5z2gyYjK5TadT0e8vEXpthBZsnY7oL02ZlTWPPfslkDHvv/0Sz73wCcZTwyee+xJJXPLtl/8xS6sFH757l9BOCRyHvZ0R//VP/RUeu3KW8b7D5ChG5qf86T/2l7h9/Drrw/OsX1xFS8Vcl1hreOLyI5w9ew43Cvng7Q84PDiiOwhwZM3lMw+CtUQtw2//2v9BfHrMzt1bjEb7ZKlmFs8JPY+vf/3XkaJHZS23d++wyBfMsjFZckzRjXno4QdQtYcuLTu7d8jyMQeH2ziOz2o7ZHvrFqtra1x58iz7O/vc3T5huNLBi9pU3L8l/Xehj4rr+QW+/JF5lvu6r/+vElgGgxUsAq0bGNLu1hZBpKhrSRC6COk365Q0kB+BJEtShFJYKXB9n9BTtJZ6SKGolCKexlTZDM8N0LokiEKEo6hNiq4hS2Y4yuN0fMx0NEWYim5vgKYhCKPBGsPq6hkwsJifUlYZQtY4no91SjxXIpVAWEnkRxhtSaqKJ+M/jiMVjgrQVqCkpDIaISTCaGpboZTF6oK6aNxMISXGllhbk5cVha6RUlHU9T0Xthl6j0/GKCnwPInWivkkp+UGmLpicnxCHk/ZunmdPJ3z8egv8lz4k6xsrlEUMdbopocWias8pGiqiaTjIKXCiiYX7CiB40oKU9EedLCuZTQ/xOiM2XRGGLTRVqDrGl1WuK4gTxPyvKAVhaRFSlmWSFeRpzkPP/RYM+zXBqNrrK1xnab+Jgh7RO0lattskJVlReB7JFlMZ9AnK1Jcx+FkfEKSzgk8DyUkebFAGwdlBHGRoyvwghbtyKPXX2c6m6Pw2D3cwQ98tMkpq5KySnAci+t6KKkQFrKywnVramvo9FYBzWI+pj8YUFaWQW8FXRtGkz083xDPUxQVUgjyrOLipUt0WiFVLqiKGmFKNtcukJYzAi8kCD2sENTWgIVO1G5W4pVkMVuQ5wWu1/ztW2EbbLM+fny0gy4KsjShLHOMblaglZScnBwBDtZCkqXUpqbSFVqXGKem3W4hrMRayPIUbUryIkMKiacUWZbgeT6tTkiR5WRZiec7SOVguV/xel+/d/pIZF7/xs/8jS9fufQC588/xMWHL+Ap2L6zgxsKkrLDM59+huW1M7ihh6sEtSlIkgyDZjEdYeqCusjYnc7wgP7CsHppkwtXLmCty87eCV7bY3K8wJLz7LN/giQ9QJcx83FMu9MClTGPZ2AVgduGUJBlGZV1GE8OENbl7NkNPLnOfDFhd+cdXn/jNQJXU2vNdH7KAw+e49bdqzywvMJ7r/0zntzsoKIIq2rOXHgAcIhFzfrKKslsxvRoSlUIrC6Yz0/QtYC6phV10EWGQqKs5s52Sqc14PhkRn95mdaSx8ko5pkf/iGuvfY+21mJtpb1bpeg7VHqHvNFwdbNXX7rl/45632PxWiB1pLeMMJxgwaypOGDdz9geXVIFDkNYMF3GvdvMebg4C7V2NLvXWS4dI55nHPh/AucOTvkl375f+ETz34Oqz2eeuFzfP87b3Dp4Sc52Dvi6luvoGSB7wd0ozb7e4eMTsec3VwlSTN6gx5xlhH4AabWTI6PGayvsRwpbt6929xgW82ZjXPcvrrPD33xx/jGiy+y1O8jsoQP7tyh1Q5pRwHnzi6xc+sDHjjXR9iYK5sbLJ3/GCTbFGaJ4dkWzz/7KfLkQ4rFWVZWB9S6Yjw6JfFnPP3kc7z60vdZ7faYFgEPPPgYB3s7aG05f36Zyeguu9vH7N/5FksPPsfdkeWLn/qTyNaIr371V+n0O6yeW2V0dMjV9z+k0y1Yv3iZt965xUprD7/7DIdb1zHVZaydYZRgnqboqmJ5sEQ8n7K+sspwaUiWJ3huh739U9566w0uX3qQS5cfY2vnfZ548mmSuKa75JFkFVUOgddHOjF+GLHcu8z4+BhRG4osx8kEq2tn8Htdsrzk3PkLzKcFeVEQtQxEQ0SpCHyfV158k8cef4I4zui0e+Aaeu3u/czrvwP9uyYM/9/pfgb2vv7f6qOYef1r/+Nf+3IrGhBGbaJ2hBTN57lUoK1Lb9jD80OEkkghsOiGkCosdVX9m6xlfi+r6dbgtwKiVgRI8rxEOM2apMXQ662hdY61uulYVQohDXVdA6LJRCrQxmCsoKoKBIIwDJAioK4r8mzObDZFygaQU9UlrXZIksa0PJ9wtkQnaAYBhCWIWoBEY/F9H11V1EVD4LW2qVKxViBs0+9pjbm3WWxJM4OrPIqywvU8lCcpK01vaUA8W5AaiwV8x0U5EoNDXRvSNON474DAkQyrRzm2792D9qh7kCVYzBd4vtcAgMoSIcU996+iKFJMCa4b4XkBdW2IwgFh4LK7f4dBfwmspDtYYjqeEXW6FHnJYj5B0GRfXeWQ5zllWRIGfrMW67lorVGq6SQtixLPD/CUIMmye7+1JQhC0kXOYGWN0egUz3VBaxZZiuMolFKEgUeWLmiFLoKaVhDghT3QGQYXL3AY9IfoOsHUIb7vYrGUVYmRNd1un8l4iu+4VEbSanXI8xysJQw9qjIlzwvydIzX7pNVsDLYAFVxfHzYtAuEPlVREC9iHNfgRy3miwRf5UinS5ElWBsBNQCV0Vhr8F2fuq7wfR/P9TBaI6VDnpfM5jNaUYso6pBmC7rdLlqD6zWr2cZwr2JII5XCcyOqsgQLRt+jS/sB0nHQxhKFIVXdgK6UAygXYRoXfXI6o93p3ltZdkCC47j85Z/8Sx+5s+K+fn/qI+G8VmPBV//l32F88g7Zac1isiAvcxbzKT/2o5/ht/7Zz/HKv/pl3v32b3BwdMzR8XETYpcK4wYIz2eWVbRLRZUablcL6iLnl//hV+iEIS1fcXT7FhcvnuFwskcYtXHCmls7W7jtiEoJep1NDg5GLK92uHH9ddKTGB8BdUq7HeL5itde/xa53iI+DVDCZ235Ma5+sMPx4RSFyy/+wj/Bl0Pm45iz3TVEf53SGLyoze7+EZ3hEj0vxNSaaKlHbzUiCAviZIQvHFqOxFYZdV4QBCGT+Smn8xErZz32D0eowEHrhEA4SC0YLK2hc5dVt0W7E9D3Y+bzku39G6QmY27gKK347ocFf/9n/3dUPka5IXFSMl2cMk92UF7OcDCkHazh+xFhAH4n4fDue7zx3be5/KlPUwQpx6MDHn/gOW7e/F0ub1ziT33hLyKp0Uy5u/MBWibcvfUeVx59gM76BqfznOHSkLKsabdaJNmCD7dusnR2DRmGeGGLLCtwkXR7AYvFnJ//+b/H6tIGQhsm8ylxfMJkfpvk6A7LPQc38Ah6a1y88hC1lezdGfHu1WMuXr7C3bsxT33sR0hEm2//xv9GqpZZ7bhsrK3ScjWba5+EzgF5csrGxmU63cs8fvazLIouE7/PcVaxtr4GRjI6mjPOj8hryfFBi8effYHPffbPcGGpw0N9w9Xf/U1+5xvf5OOf+BQXLj7A9HTGhcvPUPsuOBc5vL3D8uY5vr2T8eLP/Szff+2bmPA1Ll38GOOTCW3h0h8MqZSh11pjMdcs5pozmw8SLzLOX7rEZz73BYpKEYQ+/e7Ze7UDLaTs43o+nW5Emh5x7YMt0kVOWpxy5vJZjFsjQsHS5oBEL0Bpltst5ie7HG29g00mTHfyhoYYT3jtznf54S9+GmMLnnjqYaKWy2KS3KuNuK9/H3Xfgb2v3++yFRwd3qEq5piyod8aY6jrirXlIScH20yO91mMjsmLJnuIEAhE4xRKSa0NygishtTUWGPY393CUQoloUgTwjCgKHOUchDKkmRZ49wKcJyAIi/xPIc4maLLuvnCZTXKUUgpmpVmm1KXsskceh0Wi5wirxAIdnf2kcKjrmpCx0e4PsZapHLI8gLHc3FkAzNSnovjK6QyaN04oY5o6nasNkgpqeqSsqrwA0Fe/OvBskYhwILr+Vgt8IXCcSSurO/VryVoq6ktFNoyjg3bWzs8aX4chELXhqouqeoMIQ2e23STKqlQCqSjKdI50/Gc1nCIkZqiLOi0+iTJiCiI2Fg+f2/ErEizBVZosmRB1G7h+AFlbXA9rxmW7tXBxGmKF/gIKZGqqdsRCFxXUtcV2zvb+J7fUKTrGl2XVHWKLlI8RzTwJtcnarUwCPK0ZBEXRK2ILK3p9paphWJ0dBctPHxH4vs+SlgCfwBO3jjwfqup4AmG1Nqlki6FMfi+D1ZQFRWlKdBWUBSKTm/A0tIZQs+h5Vji8TGnp6f0BwPCqEVVVoRRDysliJAizfD8kFFmON3eYjIdgZoRhT3KssJBNN3CwuI6PnVlqWvb5HJrQxhFDJeWG8deSVw3bLLFKBAuQv7ruqKCeJGha402JUEUYKUBBV7gom0NwuI5iqrMKdI5ti6psqZvydQVs3TM8uoQMHS6bZSS1GXdwKru675+j/SRGF43z5zlc5/6T1lefoLSWNbXz1BWOaeTPf7Vv/oqpi6pkPidNUQteOyhJ9AVONbBkxpfGtaHXbbcMcLOWY88vvkr/5j17nmuf3iD49EOYbjMjbvvofWA4focz57hi1/4oxSzFHLNeH9KrzPk+o3bRN0uL3//a3zzu7+NDCK0DsmqLa5ceRRXRZym38cN2nz+Rz9Dd9ij1hlHJ9t0uhFSKG6//U85vzRkukjo97q4TkhZaTSa5WGfPM2JFzFVaXG8iEW24PjkDp4owRaMp4ccjY9QdQvBgNHcYELBjVHN7pHLyfGC9Uvneevla7zwn/8oX/rYk/yxL1zh8uU1zj1whSxJSTPLzu1bbF7so+1tsCVCt3jxq3+HfmfIIw8+xN07+zz+1HNYqZiOp1SJpS49bp+mlGrIn/zzP8V4+wRqaHcDtJzz7POf5Vd/418SDXwWRcGNd27DombzymXOXzhLEPnE4zlr0RLHByNaQYvNsxu0uh5Cl9y5ep39G3dpRQ4ba5vM45Sg22PYCnn6k3+I6cmcYjTCC1uM5wvOPHiR0WFGnlikFkz2T5iPDpnO9xh2IgKbMVw6Qyla3L19zJ33XkUNVkh3r3J48iHvfu813nz9Tb75a38Ls2UYDCJ293doL3WIeh1ub3/AD3/uEzz9zKeZz6f4bsWnP/cMHafNyd5d3NaY470P+eq3fp4kjskzy7u33+bP/OkfRxLxnW+8xUNnnyVb3KAT9GiHGd5SxKWo5L3v/A6Pf+mPsLbWYXPwHN996asMlnzC5T6FrnjzlVc498glgl5IWef8+q//Kp1+mziZEHQCpA+T431cp8f127s89rE1bt58g53bW9y9vsvJ6ZQsSTg6PKTOLce7Y6pc0AtWONzbJx+P2L55k6MkJi5ccNtUWrJzdMTO3gfE+8cod5k3X3mRtXPn0bnhje++RuiVSJv+oI+FP/C6PyTe1339/yM/CFkabuJ5XQwW3w8wVlNWOScnx1hjMYB0fISFdruDNSAQSGGRAnzPJRMV2BrfkYwO9vHdkDiOm4FVeiTZAmtd3KBGErC6tNqAhoylyiscxyVJUpTjMpmeMBqfNMOtlWiT0Wq1EUJR6ilSOiytDHE9B2sbsrDjKARwef4FQs+jqjWu6/ybblmLxb/nOuq6ge9Iqah1TVGmSNHsKpdVQVEVCOsALmUNVkFSWrJCUpQ1fhQym8T0z66w2uuyutQiavkErVbz8w1kaUoQOlgSGrKP4vT4Dq7j0m63yNKcTreHFYKqrDAarJGkpcYIj43zlyizxs1zHIkVNb3+EodHRyhXUZtmfRZtCaKIMAya4aeq8ZVLmZco5RCEPsoVgCGNE/IkQylB4AfUWiMdF9dR9AbLVEWNqSqkVJR1TdCKKAuN1jSDZV5SlwVVneE6ConGdUMMDmlaks6nCNdDZzFFEbOYTJnNZoyObkNmcd0GNuV4Dsp1SLMFy0t9ut0hdV0jpWG41MMRDmWeIlVFkcUcjbbR97pq58mMM2c2AcXodE476KPrpKk5UgbpKSJlWIxP6Kyu4vuKwO0xHh/hehLluRhrmE0mBO0I5Tak5qOjQxxXUevqHj0aqiJHCoc4yWn3fJJkRp5kZElOUVZoXVMUBdZAkVdYLRqXPsvRZUWWJBR1jTYCpMJaQVYUZPmCOi9BeMwmp/hhiNWW2WSKkqapabqv+/o90kdieG0NO/g9SNIZ2F20o1lZ6xOINdJ4zKD9IHklcGTAZHLI4eERe0c36S/32Vy7TFlYdvYPGGqfVjQgF5ql9TMs0lMm6YgoCAlDh2Lqshy5/Nzf/kU+/PC7/Ppv/iaDjS5ZsWCa7zJdHJOnJePjGWtLqxSlJUDhlRnFPGR+OGVzsA6VR7ezwf7WTaq4YLXdIur0idMJaXKIWNRUoabfHTIez0h1yspwgzRdMC8SZAieMLRDB1PldL02NR5JmbMcRpTzKfNRzGm24Gg+R0lJYQ1LA9g6OQE/wJhTPvGZR/nK3/0VPvXnPsfitORfvHiDPN9ivXeefqsHUmOymiVPMVzrsnt6wObGF3jx13+eX/yZv8fd/TGLccHpdMY4nTCLT5nmMZ20y9krTzEbjXBDw8bSKq4VdEOPND8Cz+N0POZ73/otKmXJleDVl7/JYOMBqkKj2g5H0xH9bp/llWWODkecXV6i32qTxac8/4nHeeO7b3N0cBMn7HJj7zbbe0ccbr3H088/zcIxtISLziV33vmQq9vfY/PyGaysaK308NSAfvcKsh0wCFvceP8DXJNz/YP3WN94CDMvmdmaSZ6TlBWPPXqewZnHuDt9l3fevUa/KynilKvXX+fi+gXGOzG7o6u4quJb3/82v/Ur/5xvf+2XefBTn6TYv8WCFdZWn+HVb1/nwuZT/OE/91/yd/7nv4moLT/2nzzL2uWA99++ReSnFNMZrXSO6C3zV/7CX+bWB+8j5BU+eOsNOsttfD/gxvYdZvsnRL0lXv7WyzhGsNptcX6lRxT5CK3JxjkKSa4jcpOyvDzk7e9d5fyFSyytLjGLp7i+4vGnHiKMXBbxjKKaITzFrb19dk8mXH7kKVaXVnGqBXVWUxdw8ZGHGKwafC0RG13WlcLrLCOznFdeeRnhBMxmNVtbWz/oY+G+7uu+7uvfSo7rIF3QugKbY6XF910UPnVd4jotjBUIZDPYFQV5keB6LoHfwhjbAG2sRCkXg8X1A2pdUukKpSRKSUwl8BzBzp1d4njC0fExru+gTU1lMqq6RGtDVVT4ro8xIBFIYzC1oioqArdx5xzHJ08TTG3wnQb2VOsSrQuoLUY1mcqyrNFW43sBWtdN7rUBvqKkxBqDIxUWQW0MvlSYuqIuNaWuKeq6qa2x4LqQFSVIBbZkMGyzffeA4bkhujQcniYYnRI4Ia5yaXZILZ4UeJ5LXuYE/hKnRzvs3t0mLSp0ZSirikpX1HVJZTSOdghaXaqybGpqPA+BwJESbQqQkrIsmYyOsQIMMJmMcIPmfyGUoKiaywDP8yjyktDzcJVC1yX9QYfZeE6RJwjlkOQpWV6Qpwu6/S61aDpIrYF0HhNnE4IoAGFwPAchXFynhXAUrnRIFgsEmngxJwja2NpSY6iMaTKs7RA36JBWC+bzGNcVmFqziGeEQUiVafIyRgrDaDLi+OCA0ck+rcEAkydoPHyvx3SUEAZdVs5d4O7tWwgD65s9/JZkMU9QUmOqCqVrcD0unbvYPJtosZjNmoFZqiafmpco12MymiAseI4i9J1mldpadNW40toqtNV4nst8siAMI9x7tU5SCrr/2i2tK4ypQAqSLCcrK1rtLr7nI23dUKsNRJ02rg/SCkTgEAiBdDzQmslkAkJS1ZY0uw9suq/fO30kMq9f+/arX7ZolBAYYfjG1/4RupQ4tJlmO7TagqyasrbWptMacHh4xKWLF7l5fRtlDJ7nUpQ5xsLxyTGOdIhnC4y0CClwjSQMQ9Iqx9WGsizo9IYMlgeEfkA8j5FSIZQgz3IcR+FGHZ7++CfQlWa0SIjaLV5/41V27t7ggQc/ibE5ZS5JkynYihyPwPMJleVcaGj1XZywR5ZOQRkoK5L5BGUKAt9l9/o2RV6RLVKSWUptLLooKZOEoNMmrQ1GekwXJUgHN/SYnQpakcet23OuXFhja+cqf/W/+a/4C//t3+STn77ChfWzXLu1zdLZPnFas7w24HT/gHRhUCjev/Y+z336aZbPPckiSfjP/syfZjGdsDcasbK8gjEabZoP5ksXLlHpCj8IGZ2e4nlNIbmjl1kkE/yg5utf/xZPPP40d7duc+78x0nmt0kWU4So8byAzZUzjEcnWKs5c2YDJQesrV+i0j5L6+vUSrE5HDK0Croht997l2sf3qW/HLI07KNUwNmNhzidHoORdKMuo+MR3b7kcO9DNs4+zM2DPUrXkJLy1Mc/TmIMva7HrQ+vsdFu4XXbTGZHHB/vstK7gq5rDg/32N+7xZ13rpHOT3n7jd+lTMbMJhm+Uvzwf/gfU8c1YfgU3/vdb/DM84/x3e/8Gpce7nJ3co3LKw8QRJb52HDt+tvcvXGVtb6i1Rty6/a7HB5NWF5tc/PuNVZWHqOI3+WkGMMkI9WS4eoastA884lnqUzMLJ1jIo+tyZhB1MH3guZmXRoqbRFK0Yq6KKmoSsvR4QFLq4KqEByfHtPtdZhMTsgLg1QKpQQXN4a8/NK32NxcZ2dnh+39d2lHPls7EzwT4bcEnu+S5hkCSzxeELaHPPDwk6yu9xmdHvP5z3zmI5VP+YOWef2o5V3/r7qfe72v/6f6KGZe/9bf/l+/DI2TioDTkz2sEQgcKpPhKIGxFX7g4CiXoihoRRFxnCFs01tpbUPlLcsCIQS6qrEAQiCtaNZUjUFai7EGx3VxPRdHNVRdRFM/Y4xGSIFUDt3+AKylrJvV4dlsSpYltFsDLE3uUOsKsBgkSkqUgAvqCRxHIpXTDBSiGSJ13RBtlZTkSdZ0ddYaXWusBYxpco+Og7bcGyQMCIl0JHUJjpIkaU0r8snymMuXL/DWe7cZLLUI/YAkyfBCl1pbPN+lzAsaKLBgEccUw238sEuta86c2UTXFXlZ4vseFou1FiEgCqN71TmKsmwGJWsMwnrUukIqy+nJiG6nR5qnRGEfXTc1N4LmfxL4YZPDBMLARwgPP4iwVuL5AVYIAs/DQ4CjSBdzkiTF9RSe6yKFIvTblHXj/rqOQ1k0cKgij/HDNkmeYyRoNN1enxqL60iSOCZQCuk6DaSpyPHcFtZaiiIjz1PSRYypK+azMUaXVJVBSsHy+iZWW5TqMhmf0u13mIyPiNoOaRXT8ltIBXUFcTwnTWICR6BcjzRZUBQVnu+QZDGe38HoBaWpoDZoC67vg7H0Bv0md21qrJINNEq5zfdbwAqa94UQOI6LELJxWIsczxcYIyjKAsd1qKoSY2jWiyVEgcdkMiIIGvpzls9xHEmWVUgUUjWdw031EuiqRjkerXYXz3epypKf/qmf+sidFff1+1MfCec1SXN6nT7/8jf+CSvDAdOpISkMiU4JwgGSHnXd4ub1EaPxKcOlJQ4PD4miiO5SjySP0XXd3KwKSbyICYMWV65cIQoCOu2ID29cJ80yvM0h82ROfjxmcTJmNp8TDNp4nkeaZPR6XfIsp9dbpqoqpvNTzq+2uPXaKzx8+RytQYh0UsqiZnv3DSazMdNxTFXAdDRhMTpC25xFNiFJZiytLrO8skllK8bTmOXued65eoNQWbI8ZjpbUGkYTyuyrKAsBEkKxycp8TQmDDrEiSaelrS6Ndmi5NLFiPFOytX9kv/pK/+c/+G/+w/YOy24drBAumu8++4eYdTFFBWD3jKPPLbB6WiXbD5ndmo5v97m3PkN3r15jd9942Uee/AyZzbOcXQa0wr63Njb42Q6RSuPsqjo93sAaG1JFzs88+ij/NZXf4nBiqHWOe2wwzzdI4sN8bykKgVRq8e7773G5sYaXtjn4Cgm7LqMpnu02xITx/SCFu9de5Or+3dY9kPMco9nnnue6VHGoHOeMi+4vfc6K0sX6PaWOZ3FhP0e+8dTlA24/fZt+n6Jk2vaok+gK77/27+KazWf/8N/lHEVkCRjklmbjz3zBebpERjNxbMPkC5mrF1+gpv7d1i/ssLm+ccQRLiR4sWvv0QduRyefp/Nhx/kle++xvOPfpGtDwrOdC7z4TuvsX3HsL6xSr9zmZNtH0+e54N37rI6/BjPf+qz3L2xRRyHFPk2UftpHrj0SUrr4yoPz/OIk5j333+f7Rs7OLVlsnPMn/zRH0NKSRonOJ4kSeb0wxaR49BSoG1GEDk8+vATnBzVuG6bXmcVaxRBEBEgGQRd8vEYbVvEVU7tlDz/Q1/k40//GI7s8uQTD7K19xaddo/ADTizcYGPP/95bp9MGa72CFsVH1y7yni6+AGfCvf1g9T9leb7+v0srQ2u43J4vI/nuVQVaAPaapR0EThY45DEJWVV4noeeV7gKNXAf4y+t4IrAUFdNxCbVquFupcPTJIYbTQi8KjqGlNU1GVFVdVI12m+yGuN47hNXYzb5DWrqiTyFOl0QjsKcVwFQt9ze2dUVUVVNuukVVlRl0UDYDIltW4AS54fYDGUVY3nhszjBAmN41vVDfCpsmhtMEagNRSlbtZYlYPWlroyOK5F15YoVFSZJs4Nt7cOePTBVfLSEBc1SJ/5vMn1Ygyu49Hu+JRVjq4rHil/gjBwCMOARRIzmk5ot1oEfkhR1ijlkOQ5ZVVh7607u/dqday16Dqn22lzfLSH64FF40iHSufNc9YGa0Apl/l8ShD4SOWQFxrpCMoqx1ECq2sc5bCIZ8R5iicleC7dfp+qMLhOiNGaJJ/iuU27Q1lplOuQlxUCRTpLcaVBaIuDi7KW6fEhEsvSyiqlVdR1ha4V3d4StS4ASxS20HWFH3VIgzz7PQAAIABJREFU8hS/5RGEHUAhleD0dIxVgrycELRbTCZT+u0V0oUhUBHxfEqWgu/7uE5EmUqECFnMUzyvR384JE0ydK0wJkOpLq1ogLFNVlpKia5rFos5WZIhDFRZyfrKGkKArmuEbEjOrlIoIVACrNVIJei0O5SFRYqmC5Z7lzMSgSsdTFlhraI2GisM/cEq/d46ApdOt0WazXCcZkgO/JB+f4m0qHB9B6kscbygquof4IlwX3/Q9JFwXl95+70vF/GI0f4ud7dvgXbwHIfJaIKjXKyFIPCYzEasRquE3Rb9fp8sXuB2AjqdNsZaTFVSV7o5ZJHEecLKsM/uzj7tVkR/OCCdjmm3I9pLfUbTCfkiJbQSe69/TTkuXhCwmFQ898JncZ2al7//bWo/QQQ9qtihSGPi+QRHtFnECRmajvKJhi12X3qFSw/2uXD+UfJshD/o0W1v4kSwduYBpGvwowF1nVDRRQqYTBM6kY/1YH8/YxELjKMJ/YAbiSVPclzXxSlrNi6uUJuCQWdImkzp9VcZ7x/wxluH3Nk+oMybTq+qEoyOD/5P9t4j1tI0P+/7veHLJ957bqjYFTt3z/RM94SePOSQwyCSoCgZImwtDMiCRHshGIJgA7YJb7wwYMEbG/SK1sKUZIOWDdrwyIzDiT3dZOeuDpWrbt184pff4MV3NQK8MgySXRrVAxRQuItzzz3nw//7nvf/BFb5lMJLykUPqRq+/gv/Pq+98h1ufPAhv/H3f4Nhss5yNqeqDlnkx9y/t8elSxfZ3txAWdf5a3zLcp6jA4gHQ978s1dYHz/JxQuf4PbtayjpGYR9FsIRk6JoOHP6KZJQcHx8RH/QY2tjC6egvzbm/t4xp8+cJ04kH36ww9UnvsSH177Lz375V9m5fcjdex9x7cab/LVf+pv8wR++xnxR8/IXv8DieMYg7ENbEvRSwlFA4GM2t0/hRMnyUCIQDEensE3D+lrEwc2CC8+MuXljh0QIFjPw0jAcr9HWBbFKMd6SmnXUeoMpY44e3CDKLvDBB2/y/Cdf4s9/+Ba0N5kdOg6nM9JTW1w+/xQbp05hrKMyBQ+Od1kuKoq6oC0XuDZiUR+xuTWEJiNfSXZmH9Iud0jjjPn0Jv1gDRT004Rr77xNbzCitDOsqxitbSJDTdMUSJHy5htvkPVSDg+Pef2t19g+c7pL2W4ds/kcaxuE8Jw7/Rhr4y3y+SGjZEC5qElDz5+9/zants+hY00UDdGDmFUREPQbpB2T761YLR2z4xV1seS5Z57luWeefKhOSX+SNq8POzn844f8/T3Cw4OHcfP63/3Wb/2msy1NVVEUOcILpBC0bYsUEg9I1QUYRSpCad11XRqD1LJLSMWDd3jvkaLL6TXOEoUBVVmhtCIIQ2zbonVHetu2wVnbBSAJ0dXYiI4ImNYxGq8jpGc6O8JJCyrAW4Gz9mTDqLuqGEBLiQoUV6Y/R9YLSJM+1jaoMCBQMUJBHGcgQOkA7y0ejRDQthatJEioKoc1gOzIeGE7ci+FRHpPlIZAR0qtMQRBRFvVzBY1ZVH9OL3Yua471NoWh8AajcCzu/Vd5rMj8jznwoWLJ6/TYl2LsQ1V2W21o6jzFwspEThMa5ESZKBZzGeEQY80HVAUK6SAQGlaQKEQeJKkj5IdoddaE0cRADoMqeqWOE5QSpCvKrLeGvlqysb6KeqipaxyVsWCre0zHB7OaI1jbW0N07ZoGYDrVEsylEgkURTjhcU0AiFA6wTvHWEoaUpL2g8oiholum0p4qRL1lmUUHgPyoeI0OGtOvG6puT5gsFwzHy6BFfQttAYg4oisqRPFMd4PNZb6rbGGod1FucM3kmMa4iiAJzCWUHV5nhTdaosU6BFSLd0VqxWy+7AxLfd9xuECClwziFQLBYLlFY0bctiMe9+98n13rYGjwfhSeKEMIywpiGUAdY4lIL5akkcxQgpUCpABgprJCLwCB9gG4s1nPQXGwb9AX/3P/g7D92seIR/MyG89x/3e+AzX/9ZXzfH9NMReEVtFyxXjp/7uV/m97/1f6JUJ2sYDgZYVyMiDVJgSks/6xMFIVEYsbe3Q783RAjJcDBG6YjV4pBBf0QySFgsFljX4ozjaO+Q02fOUNqGxlnqZU6SpBhj2d48RZQEfOrFn+KVV99kPpsSR5rN9YjDwx2M8wSqC2LQgURFmuXRCmLH7h99i5/5xkWMGJMME7IsQduING3Y25tTV8esr21zdPtdrMwwdc7tW4fMp444jIgSx/Xbc+a5IhxaNhPYazY5KFacFYYwUESRY7BheerME1y7+Q4u6fHuHc9u2WC9QZkIhO5uFqKhyQviKOJv/91/iMw0VV2wtT7ivRvX+fmf/QUe3D9m5+4MlThe/OwL+NYyPZ7T4EiCiKJcsr52mryY4axl5/Zt8qqhbVqCsCbtpURSI4OAWzfucvWpCbGcoD2c2tpGBBE7d+7x2Nl17u/e52e/8YvcuLPDR7fe4tTp88xXBwyiJ0nWlowHKTt3jxAi4caNW/SGIfVRzXCSEmaS/midvb0V0+MDEiUIhOFovuTa9bf58md/kSCpqJtdJuMNHjv1AvvTj7DNkvHgPCEl93evc/bsKYq8YbaAS2evcrjao81LVssFSdIjt0ucsDx2/mm+/e1vsbm+xu39ilG2hFyTZpKLT3yG6dE9pkczkrjP1qkxs9mcsqi492DGuYvbrG1sc3C/4Q9+9Ad87nMvcXTUUMwExt+HRjGdfkhv42lsUxJHmuligfI9XnrhU9zduc75y1dYzS2DNcm9GwcEKsTRcHS8jzWGtY1JV/zuLUfHh4g24dKFcxhyRqcmzI6mCOG59sF79MWQUIckmcNqwan+iN37CyanNfOFJ9uwPPfU53iwu+CNN95lNBrxn//Dv/dQxQMKIT7+YfUXhEfk9RF+UuC9f6jmBMB4sumta9AqAATOG4z1bG1uc7C//2M5r9YBHouQnQjNOY9WGiklSkjqukLrAAAddDJLa7rXVYE62SY5vIembojjGOtdd5huLEopvO+qbKSUDEcTZrNF14uqBFEgaZoah0eKTm4sZEfwTGNAea4e/jQbGyme7ncqpRBeopSjrjtfYhhENOUSj8Y7Q1k0tG3ngZXKkxeG1gpk4Ikk1D6ksZYYhxQCKUFHnn7cY1Us8UqxLKG2Do9HONnJpaUEPN5apJSce+wyb+t/irUdqV8VOZsbW9RVS1W2COUZjoddgFVrcHiUkFhnCIMYY1vwnqosMdadSIwdSnfbQYSgKCp6vRApQgR0pFVIqrIijQOqumJjY4uirMiLJVGcYGyNln1UYAi0oqoaQFEUBVpLXOPQoUJq0EFIXRvapkGJrlSnMYZVvmR9vIVUFutqwiAijQfUTY73lkAnSCxVnZPEcedtbiFNMhpT46zDmrbbdHsDJwT86GifKAwpGkugDFiJUpD2xrRNSdu0KKWJooC2NVhrO3KexoRhRFM5DmaHjMcjmsZhW/BU4ARtm6PDPt51G9W2NQg0o+GQsspJsgzbenQoKPP65CCnUwN45zr5cfcNn9TkKNIkwWMI4pC2aQFY5Ss0GikkSnu8EERaU1eGMBaYFlTkGfTGVLVhsVgS6IBr77750M2KR/g3Ew+FbFgJw8UrF6jbhkAErK2N8d6wzGeUpiDtZWxPNnBt591YzlcEPmR9uIGWijSKOdrdo58NWS6XLBZzhPQEBGxtbrFYLpnOZ7Rti6kd1njWNzdxEkxr0Bb6gyFSSqqq5KMb73P35kf86Z/8LqONmo0Llp/6qc/zw+/9IULGFE1B6wxJGnH+3Dmq+RIXKoZasH1qwP7OjJ7yhPaIKM4I04BFXhFlinMXr7AqKpo2ZLnMiZMeUZagQ0/ZLnmwu+DcmW36A8fNacahT3lmA4SpyVtDW1WMsxB9FHB/eo9nnniaZ7dO82vfGCLlaUS9xsiFWFNSV0usqUk9nHv8GVoXMp3XKBewnFb0giE/+sHrGJtz6fEt1oZr3Ll5k6YsieKI4WTtpDMspShKlArIkphpntN6iXSGQTamWXW+lGLvmDNntlnMGnZ3dsjSCOdy7u/e4FMvfpKN7af4ypd+hesf7hGmcGr7MYqVwbQS5B5F3nL9gyXFMmTn3j69LKMqcnS6zuGRYRCfZRAMufP++1w5f47ZckpdOwbZhF/9lX+HD6/foW00a9nTnJ48h3U1p849wZnRNvl8Fzw8fvlLFPMhi9mA3jjGyZz9vR0OD6+TE3D/aEqa9bl06Wn2Dh7w9NOfRskxYxLeef0OZ65eYXcpufbOm1gnmGyeZplXHBzUnD59FesTZqsDXn/rTf7Jb/8zXn31e2ytr3Pr7T9jcfcOs+JVTp3foqHh8tWfp64KtJLMFlMev3qZ5z/5BKt6ycWrT7G7d8R4LePWzT3mqylW1iyrirSfUtQFq0WO0opeP0MKj44L3nj3RzQ1HF2/gy4rgrLhy89/mu3TCf1xCFIxGpxmrzHE5/osRUw42mS60+P2tZtsnppw9eqlLuThEf5S8Ii4PsIj/OVCCE+WpTjvkEjCMADfdY3ak6qaf1WhIkSXZiuQhDpEii5IqKlrtA4wxmBOQo4kkiiMMNbQnvTBOgfeecIwxNP9X/ouNEoIsNaS5zllkXN89IAgcoSpZzJZYzo9BCG77Zr3SNXlc9jW4KXgBfHrRJGmqVq0AOkbpOykqMZ2BCVJM4x1OCcxppPpSq0Q0mO9oaoNSRKhtadoFQ2Kfgg4h3VdT2egJbIRVG1Jv9ejH8Wc3ggQIgYXENB5gJ01eG9RQJL1eYN/RtM6BBLTOpQImE0XOG9IexFBEFIWBc51VT1BGHabbKmw1iKERClFayweAb6Te3tj8c5h65YkjmhbR11VaCXx3lLVBaPRgDDus76+TZ7XSNWlTFvr8U4ANdY68txgjaQuO1m4tQahAprWoWWCFgHlKidLElrTdrJmFXJq+zR5XuKcJFR94rCP94446RHrCNtWAPTSdWyraVuNCiVeWOq6omlyDJLqhIymaZ+6qej3RwgREKJYzkviLKM2gtVygfcQRl3/bd044jjDo2hNw2Kx4O7dHWazaUd+F3NMWdLaOXES4XBk2WYnZT9RGfR6GYNhhnGGNOtT1w1BqCiKGmNbvHAY1x0WWNfJyoUQaNXJuoW0LJYznIMmLxHWIZ1jfTAkjhU67GT1gY6pnUfFGoNCBhFtpSlWBVEUkmXZo6qcR/gLhf643wDA85/6Eq9+/1sEKmZRVUQOBr0+f/bqDxmNMgQwO54hQk2meqwPE6q8RFhBNshASYRSlGWJ1gGDwYCyrFg/v8VifkB/OGK6nBIqTVlUrE1GLOYLrO36zbIkJS9Lzpw6RaAUzlmWi5xiaVDNaRa33+effO+3+epPf4Oj4zssjy2tLVmWFavpjFR6XBJzatDjuM3ZOnOWYlniV55Zfp/Jeg+tY8LIkRdLRmsZ0p6iPT4kXzVM1jeopzkuOYPWd2nMAbHsMZY57+9GnF+Hb3zqMv/La7cInGRVChIds/fKiq98uuJ/fe0mWTrGhCWIBavGIVp/crPW1Crlv/hP/jHHx/c4tX2B17/7h2TpiMIq4nTAnZ0d+v0la/0Nlsf7hDqhPxzhliVhmNLvx+w+2Gc4Srh18zrSw/powOHBjPmy64nd3zvm+o0/5otf+CnG2WnKytJaSdVCfzTglde/R7o2IUtiWlOSVn3AkWVjVCnJ5xVhlBJFJY3KyYYebxS+HbIU+6SDjI9uv8+DezeYDLfYubfDeLjB1ccvc/2DW2gRcPHiBQzHTKclwi1ZPx3TE5/g9Q9vE6Ye2xpWjWDv+DqNNdhmws0/f4MzZ57g+s6c575wjvfevEagNEe7FWUZMV47S9gfce6c5sxzn+edV/8U3R7D+ibT1TF52TAajrn94DqtzumtZzynP0XTONaGu+RlF3BAeJE07TNdjfno/SmbGz2MPUS5FXHQp/Sa+3cOWeTvcOXJizRHA/pjRVnkZPGQNEzwyrJc7dE0FWujDfYP9kmyiBu3PmJ9bQspYi5e3uB4fpfBYIRXmt2DXYLlEZmCQMYMhj2W8xXaCWJtuXd7Rhgd0RumZOPz2Epx5cJZXl/OPt6h8AgfCx4R10f4SUB/uMb8+KAjpt4iW9BaM5vPCAIFQNu2XXCN0ASBxFl3UuGi4GTr1xEsgQ5056NNFaZt0DqgMS1SdJLfIAw6Aux9l/qrOnIWxzFC1Cf3Yos1HuFiTLHi3vQu65MN2rbENL4L2rEW27YoAUhJpAMab4niuAthMtCaijBUCKGQymOtIQgVwsf4tsEYRxiGuNbiRYQQJc41KKEJMKxqSRLCxihlZ1YgfeeJVUJRzwzrQ8eDedGlLAtAGYzzcKJ78V7QomiuvknUdt7W+fEhWgUnPaInHbTaEuoQ09RIodBBR0qF7Dpk66ohCCRF0dWyhYGmaVpaYwmDgLpuyYtD1tYmRCrGWo/zIFx3MDCdT1FhiJYS5y3Kdo+zWgVYwBqHlEGX2OstXViywLsAKxqUVuTlirosCIOIqqoIgogsS8nzAiEkaZrgaWlbCxjCSKLFkHledAHN3mM11G2B8w7vQor5IXHco1gaBmsJy8USKcRJPY8kCBOkDogTQdwfs5wdI3wDYURrW2xTEwQBZVXghUWHir4Y4h0EQdV1+EoJIu0OKmxAvuoCnZxvEL7zNQsrKIsaYxdkvQzfaHRw4sOWGhUoEJ3NzDtHEETUTY1SkqLICcMIUKRZSGuqTkovoG5qhOm21BKFDnTnpfZdzVRVtgjZoAOFDhK8E2RpzNy0f7VD4BF+ovFQrFd2FyVPPvcSTmrS4ZC6qAhlQLlaEUiNaXNAMxhsUrcVSkviXsy8XKDDkHxZMBpPGAwGACwWCzyO9959B2McUnt6WYz3glOnT1E1FYuT0vDxaAxK4JVltphRlDVZnGGlQ0U1H3z0hyhdsLmZ8uevvEtbjKnLEt8YNjYmtN6DVNim4Yd/8kdsrY8xraYwM7K1iEwr2tWKtiiJpMBXBcd7O9RtThwETCYbGOcoSs/muZjp3CMYkPVhFHjOD0v+77cPuHljn69fHfP0+pBf/+Kz/OLTj/Eb/9HLFMt9UhVgVEtSrhC5p25DlFBIPF4anvvMN0lSw+ZGwNGD17lw8SqHdc7Tz3+G049t8elnP8NyBsfLKQd7t8j6AxpTQgOVq/nOt/+YrcmYO3fuEMWa82dPc7x/nyCLGU9OEfV7pL2Y5578Jse7jp27U8rSc3BYsruXc3xg8Saj3a2pjxrCOgYvCYIAY3PCGKJ+gnEzVoslxUoRBn2sscigQtUhg94WUbrBV3/+V7i9WPFgWfPgYMbbH/w5Lmp55c9/yPRwh144giBF6pTDezE399/l4idfwMiYw1lB43KMha3xFU5vPE8QbRFnMV/75heJygVnNrb56MYNPvzoHbbGp1ksdjl9XpNaT1Pf5IWXPs321c9yfLji8avfpC22iaI1hoPzTGeS40PHzQ/vkISSfpxyaesFDhcrXChpVUXVwPpEIe0E7/eoW8eLn/k8UmlOnxuQBCNEM2JrHOEKjVIwHkUMhuvk05wz584wTocsV3Oefe5pPC1r4xFBICnLHZb5lN5gzI13rhE7zaXtU0yShDQcU9YN71x7h+3tjGwyoJWWb/ziV/nC1z7PCy9+jlYajmbXyY1DBNHHOxQe4a8Uf8xvPiKuj/ATg7q19AYjEAIVdIFJUgicMUgE3llAEARRlwYsBFJJjDWdZNdYgiA88b52Ci3wrJZLvPcnvsJu6xTFMc65bpPlPUEQdL01wtOaFmsdSupOfisdq/wQIS1hqJjPVjgb4JwD54mikC6rtUvinR0dEoUBzgusb9GhRMmulsVZixQCby1tXeG8QQpBGEZ43wUsRomkbQE0SkMgIdGOg2VDkddMspB+GHBmrc9WP+HCxTWsqU9cph7lDML6Lhioy27mLf4nbo9/H6k8UShoqgVpmlE7S38wIkojRoMRxkBjWpq6QGmNcxYcOO84PjrqenTLstseJzFNXSGUJAhjpNYoLRn0NmkrqMoW66BpXCfxrT14ha8ctnVIpwDRJRh70yXfaonzLcYYrAEpdCdLlg6cROsIqULWt7YpjKEyjqpuWeZzkJ7ZfErb1CgZgOwOC5pKUdRL0uEQLxRN2xFj5yEKMuJwgJQRSkkmm2tI1xJHMXlRkOdLoiDGtDVRIlAenCsYjoZE2Zi2MfSyTZyNkDJE66TzxDZQ5GUn7ZaKNBrSGAMSvLA4B2EoED4Eapz3jEZjhBDESdC9f6eJQom33XcYBBIdBNjWkCQxgdIY2zLo94HuGhZC4Gx10hEbUCxXSARpFBFKhRYh1jmWqyVRpFChxgvPZGvC2mTMcDjGCU/T5ljXKRweNggh/MP67+P+bB52PBSe17/3D/6R/xf/+//MlSuPM1/kjIcjrHVUVQmipaim9LMJaRagZcbx9JjGGra3t7v48iCjl2WgHIv5HIEg0AEbm+ssFseUZUmv3yNJhiwWCxb5kiiKEVbTz3qsygVJHOGbFtkL0d6yu79gNBqyubnBfDnFtR7XAFpS1DnDJGVxNGNrssHseIbazHj/9/45v/Tyc8STENc0pJNtptWKerXAt45eX9PkDYvllFgrNjc2WOUldQ3r64/xw1e+zXCYgVR893s7rA0FpBFv33YI4KtXz7LQO8g9xWFPksxLbllLaxPypoD/Vwf085/4m/xn/8N/ye77r5H119g/nJNlMQ92b/PM1Wf4nd/5F7z8uU/TBprHNk4zu3uT1z56g6ef+jzbZycsZiW6VlRBQ3/Q43h3H4mnN1jnzq077O5+wKnJJe7vXmO294Boa51hb43VsmXQHzMeai5efIyDvWOiWIOT9PsZ3hvStE8ch1jXYG1D4wXrww3W1nu8+oMfkSUBaToEHXDpwrM4UTOdHRKnI+bVkjjO+P1/+S224yEvvvQSi3ZK3Iu4d+06X/2Zn+c73/5DLj/1FDt3b5NozdHBXQZxQDLpcbx3wOn1J5ju36Aol1jvkUHG+vY5zl44z2yRc3R0wJUrj/Pum+8wmWzhdcPBXs7W9ib9UUA11Vy7+SqXzl9l0Btx5/aHmLJhUeTESSdHk1HE9HjF8dEBaTpAq4D5cg4qpW6O6UXPc3D4L1Gij2k0Zy6sI4KUNB7RtgYlHDqT5KuKMAjZ390hzhJc5dk92GF9fcxwMGGVL7AuZ35UIIOAre1NlC1pa0tVLxn1R+RN2/mxmoZhHLF95RNsb21y7/Ydkixh+/Qmq1XB4d4en37hE1y/eYNv/vSXHyqdz0/CQH9YJMOPiOoj/EXhYfS8Xrh8xe/uPiDLMlpjOymq9x2BwmNdi1YhSgmEOKkFOfGmWmOQUqNVV55qTjZGQkiiKMS0DdZZtNZIGWBMi7EGKVXX16o0xrUoqcA5hJYI76kaQxBoojCiPalq8Y5uw+u6FNi2MURhiGlbngv/PVZ799leGyBDCc6hwojWdeFO3ZZY4IzDnHR0RmHYSYgthGHCdHZEoDUIwfFxRRAASrIsu1E6yRJaUSFqQaMFqrUU3uN8JyMFeJvf+fHn2h+c5vFPPEG96tJluzRhSV2X9LM+9+8/YDwe4YUgiWLasmCeL+j3xkRJiGktwgmsdGitaasa6HynZVFS1yuiMKWqVrRNjQwDAh1ijEPrkDAQpGlCXXd/L4huU+49SmmUEnjvO4kzEOqIIFTMpjO0kl2Yp5Ckaf/HXk+lAlpnUFJxcHBApDSj0QjjWqSWVKuC9Y1Njo8OyXo9qqrswr+asgvVCjVNXROHPdq6wFpzclChCaKEJE1oW0PTNmRZj+Vi0W01haepDVEUdRvRVrIqZqRJRqADyiLHWYex9sTG0y1K2qZ7La10Jw82BoTCuQYtB9TNwUmatiBOQ4RUKBl0fbmi68y1pvMs13WFVAocVHVF+K8+b2vw3mDarvIpikKEd3jnu2tVB11NlFLd1lZKomxAFHU1OkopojjEGEtT14yGA/Ki4Aff/+5DNSse5meKh3GuPkx4KMjrcy9/zie9HqvFCiG6k51y1TIYDpgvply+fIGbtx5w7uwaRd4wGA5wzlHVNWtr69y9u8P25haLfEpRFqwNxiilUCLC+RZrDbaF2uTESULdtKRZQqgDjg6PkFqQZYJBMmRROQ4fHDGaJDS1QeuANE6ZzZf0swHnLpzj/ofXeHA0Jc4SWmNZT4Ys/AL1wY+4cnqL4fkeiQ4ZnTmLcYLZzgP6yQhkRS4kAZYoEOzcvsP2cJOd+3fJMk1ZwfHsCK8S9peeD2/NeDA3mLBBq5SeLbm84elvPcU7b9/iqCkJAjh17nFe+Prf4fxjp9Ch4eUvfZVrH73GxXMD9j84QMUZq6JiNBpTtMc46Xnje6/xla9/jaNVwZlkxLWbHzE5NebgwxtceuFF3nnvPa5cusrRakEUOFIvaKZLTD/i1s27XLr8BNdvXKNpe+AXhB7u3XudNBkzHG4xHm+jIsW777zFT3/9Zzie7pH1EpRQZGmKs54o0V2UugTXGD7x7Kc5PDjASIsKJDeu32L77BViJHk1p6pz3nv7Oo9fvdylQuuAabVDqGNmx4esDzdZ3zzHdL7LOMyI04h7BweESjEY9Di8e50sHLJqd4jSIdvjCYfHR0yXS3qjMaZsuXDpDB988BGf+Ow3kMLz/ttvcfHSRXpRjBAx+0eHGJejtWW0fokH927zvR/8Hl/52q/Rrgqu3bxOW5dIoajL7gY7z0tGo+46jcKEwnzIJ5//Grt7N2lXfepqztHsAZPJJbIBbKyf5vr1m/T7KWk/IV/VJGlMnCZcf/9DjDHUZUXjlqTxiLJeEUWSXngKGYQopUh0RVVUtKYgDjOCOKY0DRevXOLilUuIxnGwf8DTTz7D7v4DNk9tsJxNyVcrRJggJXzjC198qIbnw3yj+f+Kj4uiFp/RAAAgAElEQVS8PiKrj/CXhYfxIWuwNvZKdXJGhEBJiTPupL+yJctSiqIiSULsyc+9p/N/nqQJR1HUeWSt/fEmSnR6po4gOXDeoJTCOY9SXW1J2zQgQasTImu7MCcddg/6QsiTdNiu2iVJE6p8RdW0SCXx3hOqgCf930DkM7I4QicKJSRBnOCBtqq6lFzhMHQSOimhKkqiIKSuKpQSWEcXxiMUjYFV0VIbhxceIRTaW9IIdNRjuShovOMd8TvEScZw8hhJEiGkZ219wiqfkSaaetUgpMJY1yU0+xaPZzGdsz5ZpzGWRAUsi5woCqnznGw4YrFakaUZrTFI6VF0932vJUVRkWYZRbHCOQ0YpIeymqNUQKAjgqBLWF4ulmxsbNA0NVorBOLHwVhSSaTsEoK98wz6Q5qmOfl7oShKojj7ca2QtYbVsqCXpSBlR0ptjZTd9xgGEWEY05iaUCqkUlR11/sbaE1T5SgRYHyFVJo4CGnalsaYTiZtHWmasMpzBqMNhPCsFkvSLEVLCUjqpulCw4QnCFPqsuR4usf65BTeWJZFgXcWQdehKhC0tlMGVGXV+Yf9isFgQl0XOKNx1tCYiihMURrCMKbIC7RWKK0wxqGURCpFkeedv9g5vDcoGWCdQUqBljFIgRACJbrOYOctUmikkljvSLOMNEsRzlPXDf1e5+0NowjTds/fCIUQ8P3vfOehmhUP8zPFwzhXHyY8FHv8tmmYH80ZhT3SqjPzT7bWmC+P2d7e5ubtm8RpQhApBoMRx8dH1HXNYj7nYO+wSwMUhuODIw529xFKschzjuf79PoJVV2CNAxHGzjXafZt69m5fYivFdKEWD/k8KigaVZsjFOUjMhXhlCPKWaOSPZZzVa88p3vsZINjTToMGQtG1AYi6xrRJOjegNwkqpqWe3uUdsFpx6bsLIrjshp8mOUFLRNxdb5baZmxWNXLoMKSZE0c8fx7oqjo10GgePxUyHPX7jAyxc/yacej7j69f+Q7NxzPP5Lf41/8J/+Y86+/Pf5yi/+BqG6Tz9rWVuD73/7d7n/znUe7KzQox7pOEVpg3cF/XDEuHeayeZ5fuu//28Zi4gP7t5mbWONRGoG588wnR5w5sw58mqFMI6gEaS9MWWckMQDNibbzA6XDMcDlBJEUUxRzjBGkZcthTO0yqMDzUuf/Tw//OErxHFMUTV4JFpFOA/OevJlgWs1G1unKWpHkPXJeilNteLc6XUSGlbtgsZ6+v1Nnv/Uk8yakv3VnKkpeOP1awyzCWvDCYP1EWmScf6x09y5v4vox1w5f4G2rTjYP8Ji+OD2LWIRs9rJ2bl7i9VixtbaGi+/+CLzleXmR4e8+OmvoqRAuIoL584RqIw33/+QVjZsnhoz2doiVKfYO7xJXVf003Ps3rpHbktWh8eMxiOCKKIoCvLlIZcuP87G1oTzj22zsZ3xuRf+XXzd5+za00wuhqTDEZ/5/MtcvDIhjnrUTcvO7m105HCtxdSeg509fvDK98nCgGU5p9+PaSqNtZa6MARyjcasWBVTWltQ1Q4ZRKT9PkmvRyUdF86fYxTElPcPqFZzzmxPuH//BhuTEa+++hq0NYN+Dy1CyuUjf8pPAh7JgR/h30Z0faotgdQo6xEIwiikNZ0CpSgLpFIIKdBBQNM0nfTXtDR1cyJx9DRNQ13XILqu16Zt0LrLxUB0PkHv6XphPdRlg3cC4SQeTdN0NSdhoLpQI+ORIsC2HonGtJbp8TEGh+Mk1EgFnczSOXAGoTR4gXMeU9c4b4iSCOMtDRZv2xOyZonSiNZbkiwFITuC2HraytA0FYH0ZJFkkCaspQOGPUk2uYBKBtzc/iOKq2+SrF1gfesiUlRo7QlDOD56QLnMqSqLCDQq7AKhOOlkDXVMGCbcvnWTEMWqLAnDk/CrJKZpmy6R15kuJOukt9UqhVQBYRjRNvYk0Zmut9S1eC+w1mPxONFJT0fjMdPprPMVO4eHfy1J9b7zBjtBGMVYB1LpkwMGSxyFKBzWG5z3aB0xGPZovaMxLa23LBZLtAoJgxAd6C5sKYkpyxq0JE1SvHcnpNOzKgsUElvZLjW5bYmCgLXhiNZ4irxmNFxHCMA70iRGCsVileOFJ4pDwihCipi6KbDOoVVCXVQY77BN0x2eKIm1Fmu6DW4UhSRJRBgpxoOzYDVx0CdMJSrQjMdrpFmIlBrnPFVdImRH6r3zNFXNdDZFCYFxpkthdp1c3NnuOnXeYG2L910PMUKhtEZphROQJgmBkLiywRpDHIVUVUEYBsxnM/Ddhr1L0nYf2zx4hJ88PBTk9eig5smzF8mXS9xQ0FSG2XRJlqUEgef0+jZXLl7CLEP2j3Z46skX6CUjsjRja/scg/46rbFcvnyBjc0t9vZ3ulNPqTB1i1kVVE2Nb3KE8SgvaVzJU8+dY3JpwqKa0hznKG+JdMzSScp6zmRtwLnzZzj//GlKc0i/v8F6GLFa1EzGG7StYW85p2lXtPWCXjZGNiUmX7J1ZpP9esVatkmRa1SUMGr7nLvwJHGa4aOUJBmB0zgh2Rik1GGBsh6dQD8OCEZr7Kw8dXHMS3/71+l//b/m9ffe4tjmfPK5n0LHmucvBAzGihdf/CpaaYpVw+7uIVeffZryaMUgHlIuYHtyikG/x3Re0bb79IeaL3/95/jf/vj30FGBkJaqVaynA3wr8c6SH5Wk0tFYQ9lUxEnI3tEu4801iKDIJVlPUOQlV5/8LIuZ4eXPfomg6BIYlZco0/Dss1cpq4rxcILxklMXLyKDEKda+nGPmoYHu7cIgppIRVSrBtEmpMEYkfYIvMBVhtlinyI3aO+IPGQi5pd//q9zdDyjrj0Yh3MtbW4JYsW41+Pu3i6nxmcYj9cZn7nK5776FTYvfppsEhKklrYWXDh/gX/6P/42oywk3drm7R+9BosF3333LVaLY1yY88knn8QbT117fKMQsUPWIefPnufzL3+B3b1drjx2kU996fME2ZjlIifQDV/88i8T9Q2qbTjz2EWePP80q+IuQex55Y1XeOVb3+fme28jWsXx8ZyqXvLeu+/wzJPPIAWUbU2YBMzLY9aSESpKCYRmeriPDy2RjDlz8QkODo+ZHt6jKQxJJInDPjKCVknm5YzL2z2evvgMMjC4JMKhMN7SX0/ZeXDI8888QTqaMC9zNkd9rl44+3GPhUd4hEd4hP9faBtHL067zWsgTsisQSuFEJ44iMjSFG/kSQLsEH1CcqIoQesQ5/2P+0nruupIlRB46/DGnvhUDXgQCJy39AYxYRZiXItrLIKuW9V4TiptNHESkwxirG86KayQJyFLEc55atPivMGdSJtxFm8NURzSOEOgQqwVnT/UKeK018k3T+SheIFHEGqFk7brVlVdb6zQIbUBZ1tG586iJ0+zWC5pvWE4mCCkYJAIdADD0TpCiC75tm7o9fvYxqClxrYQhVEn/W0dztXoQLA+2WT3aBchLQiP84JQBeBOwo0aixIe5z3Wddu/bksXgARrQOkuVCjrjTGtZ228hrDdgqyzEjv6/azbiOsQjyBOu82pFx6tFA5HXRdIaZHiJIzLnXw+SiM8eNuFFVnrEd4j6TpltzdP0zadxxZ/0nFrO7ltqDRVXRMFMUEQEsQZ4/V1wnSECiVCeZyDNEm5f+8OgZaoKGYxm4MxHC8XGNPihWXQ6+Gd70ihEyA9wkrSJGG8tkZdd/24w/U1hA66XlzhWVvfRiqHcI44TeklfYytEApmiymz/SnFagkOmsbgnGG1XNLv9QGw3nUdx64lVBqhuu11WzcgPBJJnHaH6G1TdkRWCqTUCAVeCIxtSSNFP+0jpMef+L89Hh121USDfg8VdBLkMND00uTjGgeP8BOIh4K8/uY/+m+wNqM3GlAVml425Orlx1HEzJY5aT/h1t0bBJlj0Bvy7jvvIpRm89Q2t25fQwnH2TOXuHDhMoPBiLW1MVIqNiab3Lh9l/5gTC9JSXs9ytLR1pY0CHnvrbe4ef0DxqM1wsRjjOf6zdvs7d5mXT5GW7b88Ac/YDSY8NRzz/ONX/kl3EQS6e4kbthPiZRHScna2pggViSjmLVzW1y/fo2NJCV/sEM9O2K9F1MVM5aLI4R1BK1gtcrZOj3Bh565LZArD3WDtQ50RhYLzo+GfOb5xwmP7vDC+Yhv/trf4hu/8LdYG0rWtzd55oVncXZJFC7JEsd40OelT71IogVrawN0FDEaKrwwfHTjBlGiKReWy+cvszFeZxAP+D9+73c52JtS1RkNEY2zICVnzm+T9sZIGRAEEcPekMBHWOPp9QacPX2atfEW22dO8fb7r6HqPuF4g2B9iLOGZbGiMS3OOtIkIc00b7z2Pd784bd54vLjHOzOqMoa3+bYVnM0PeJ4NqU1EpRkNl+iGkvZNDg8vax38hACq7zgeHbIu++9RZSEhIEmShKqasnO3keYGnxbMxylOO0BRVs7Do8OKZdTnvrs15DZk4RbnsZPKDEkQ4ewLUEv4f3ju0yOKnbygtj2eLCY4rTCegvK0+slON9S1yVSwJUnz/LuO+9wfvMs/VhhTcvzL71E5eb4NqQ/mfDmG6/x6nuv8iff/b944+3vYCrPxvnLnL/yBC0epVKee+4ZBoOUxWJBr7fBrevXuf7hDUaDAY2f8c67rxJEiv3ZknGyTk1DPr+POb5DNhgSJ4a6qqiaGts4yqMcZTXTQvCnP/gj9h/sszq4zUYvw1U10/sHnNnoc+uj97l7/RrrWcbB/j2i8OOeCj95+KuWDD/auD7Cv614/MozeK9PUoIFWgVkaYZA0pquKqcsC6TyaB2wXK5OvH0xRblC4EnijCTN0DogDEIQgjAMyU9aDbTqtlDOdpssJWUXOJivCIKAE8sreVFS1yWBSPDOM5tOCYKQ/mDAxvY2PhTIE2lzoBVSwHP8OkEYIpRABYowicjzFaFU2KrGtQ3hSe2LaRuEB+m7+pwoDkGC8RZhANf10CIVWkESBIwGGaIpGCaSzdNn2N38NoEWhFFEfzgAb5HCoKQn1F1PqBRdIrCUkiAQgCfPc6QSWANZknXbShmwv/eApm6xVuGQODwIQZzEKNX15Uopu05dFN53adBJHBMGEVEcs1zNEE4jgggZdJ5lY7tKoc7jqlBKsJgds5gd0Ut7J7/Tge+2r03b0rQtzgkQdL2nzmNdR4aV7kKcnAdjLG3bsFwtOvmxEEilcM5Q1TnedURWB50XGkRXIdM2ONPSH08QuoeMwBFi8SgNeIfUklVTEraOylikV9SmBSn+dQCYVnh8l3ANpL2Y5XJJEsZoKfDeMRiNsLTgJToMWSzmzFYzjo73WSyO8RbCJCXJeicbacVg0EdrhTEGrUPKPCfPCwKtcd6wXM6QUtAYc9Il77GmwrclSgdI6Tu5sDvxvDYW4SWthaPpIXVVY5qCUHcXfFvVxKGmyFdU+ZJQaZq6C5x6hEf4i8JDcTn9x//Vr/Lq7W9hs3X6FzOCxPGD1/6IKPNsbJ6ibTRNably9RlMKxkMJ5w5exEpQ06fO08Ux3z+i5/jzTfeRKkA7yWr1ZLD6SHZeMTd3R2qOuf9j95HpQU2lIj4PMnaJdZ6m6RO0uudoZGOz37hi1x47JMselOufOZrfP2v/w1al3J4sMv77/wJctUjSHqs8gZrVNcBFkQ82Nln0O+zmB5T5Dnj8RhbVtRqQX8suHXjLcZ9MOUMfEW6ESAjS3E0pVwWCOupFfQ3B1RNQb1qqI6r/4e9Nwu2LLvLO39r7bXHM587DzmPlZlVWaWqUpUmhCQkIZkG2kA3YHATJpAdRHS3HR0djjY2Duh+gbYD47ZNQxN0gBw2dtPtEATGhkKoJDSUalKNmZVz5s3MO595z3ut1Q/7qvxoRxujbDm/5/tw7r3n/M/+D9/vY3M8JK4GPPfZf0hZVCwtzCFtSa/bYjqdYoXD6ZNnSLYhdBfo9w+T6Zr6VumC3e17ZFnO5373D1g/fApZVfQX1hmMZrQ7C5y/+CxPP/EXyccDpvE3mOUjet0ege+TzMbM0jFxOsTYjPF0h3G2z9Vb71CJEiMqPM+lETW5+J6nefzDh/nTr/wBa2vLnDp7HsdxGewPoNIEvs/2zj5Hj52k1Vlkd2+Tk8dPU+YVSZpQxCWzscP8is94do3h/m2QKb/6v/8CrWYXbQybm/eJ45ioGeFFAVJKoijAVCVhI0AKSZHskk8jHnvyKFls6LSatDotbt++gassVTxlff04N6+8zXuevMizT/84l2+9xpMf+C5uXk0IpaS0EJRNbDuiHbiUIqc/t4BD7f2YxDOS8ZTZeEoSxziOouEvML/U4ff/4F8w2Z/xoQ89ja3G7GwMaXgVn3/+39ByfVaWT/PRD/8Q1nicu7DO008/Sakzdrfv4QeK3/rsb2JJuXb9LVwXzj3yHhotw/b2fXTRottaQ9Lm5KlnMBh816eqDHNLh8gSSzv0MKnA0TndMKTb6fLI4xcYDEY0F9pMc8nWMOOF1z5Pq+sxN9/j1p2rPPLIo8TTKXmW4vmCjbs3vtVl4aH+I/SwcX2o/5z19tWXGKU7WMdDRQ7CsQzHe3UWqO9jTH2GGzVaWANKeQRBVDdYQYh0JL1+j8lkghASC+jqAJTjuqR5hjaaWTxDOBorBMgQ6UV4ysexAkcFWGHp9ftEYYfKKWl055lfWcVYhyLPmE33EFohnTqK55s2NykleZbjqjqaR1e179YagxElyoUkmeApsKYCNI4n6mzXokRXGqzFCFC+izEaUxl0ocmqAm1L9u7exBjLFe93EFjcg8gTKwSNRgOdgyN9XC/EWAmiJgXneYbRhq2tHcKwCdbi+QFFWaFcj1anR7ezgikLKj1GmxLXdXGkRFcllanQusBiqKqCUhfMkhmWAy+urL3C7U6X9lzIYLBNEPo0mq0aUFQUNRBRSvKiJGw0UMqnKDIaUb3NrLTGaEtVCrxAUumYskhBaG7dvopSNf05zzK01jhO7WcVAhynzrR1HIkAjC4wlUO7E2Eqi6vqeJg0jZHCYquKIIyIZ1M6nTa97jqzZEK3t0ASaxwhMBYc64ByUI7AClMPJxAHJ+kVuqzQVfXv4pmkj+8rtnfuUxUVc3NdsCVFWuJIy97+DkpIAr/B/PwKIGi1wxqYZfUBjEmwsbEBaOJ4gpTQbHVQypLnGdYqXBUCikajhz147xlr8bwQo8F1ZL0ZtgZXOrhK0ey0KIsK5blURpCXhuF4D6XqLN80jWm22nU8lNFICWkaf6vKwUN9G+qBADb94E/8zxavRNuUpLT4CPxAoRxFmhdkkzGNTodXX32Fjzz7BHGsCaMAqSy7u1uICrqLLYbbe1hXsbV5DyUFMpgjaDb48Pue4XOf+1d4Dih3jk98+pNsb1zl7Te+wmaS8On/4kf40u/+Du/78PewvHqM61ffZHGuQbu/XB9CFJpjR4/wd3727/HUM+fwfcX16zdpBAF3N27iBZIj8yHh/XfozQWsnVij1DlVkpPEGV6rQ9DpUJYpeTJlpb/IbDqkPdclGSU0ej127r5DWVqC0uP+ZMI714ZMy4rAtvFaA44cfpLHfuC/I0lm6GJK2JzDky4FIK0hLxOyWczGrRt87Ls+jnRDLl/6BufOnuPG3Xucv/AY71y+zHKzxeXbb9BqNFhYWCaduBClxA4wsBSTHdZPXyBPExqByyTJmMVTsjSh026hjeHezj4XHn2Cwc421nEACUKzfW/KofUFvvKFf8uzn/wwrgho+g43b14jCiOK6Yxeu8v9zW1+5Mf/ay5fvslrX3+V1eM9IuXzxDNPcv3aPcpCsL6+QJwUCBfiyTb7e1Oka9EVVLqeEOuiot0K8H2X2XSG7wdcfu1NTp09QRAucOREmyw2KD+oC27YIMtKSqaszh2jqHLAsr27ydUbl0mSAXPdoxSUPHXsUar5Dq0sZ1jFiLIu6L25Dlt7e7R8S5FmNKKI/dGAokiZxSVZavAChe+32bh5nbu37vKhj3yIr7zydU6tHWIiCmwFSjQRxmNvdIdXXnyRY8ePcO/eFsdPnCcKBMdPHOXatWvMzS0jHcHLL75Np+sjhKY71yMrIWg2uHflNioQDPenhM0m3bbEVE1OnF5GScHq/DKz2QhhcqbZAJjD92G6v8fJ40eYzoYoT4CzQKflsb6+ytXLdynLko9/8mMPFDDgQYYr/Ifoz3Pz+rB5fag/Lz2IYJHVQ2ct0mAxaGORCKRTDx+NMeiywnEVk/GYuV4HretNHsJSFDkYcH1Vn1JKQZZlSAFID0c5zPV6bG1tIgUI4bGwtEiezphOhuRas7i8xmDrPr25JfwgIomneJ6D6waABQNRFHL58nW6vSZSSuIkwZGSLE14zPlRIk8isxjPkwRRUOeIaoPWBqlUvY00GqMrfNdHVyXKU+hS43geeTqrIUZGklUVcVxSmdprK1VBGHZprxzjNf1PsabCUe67jTrW1hEwlSZNEuYX5hHSYTad0Gw2SbKMVqvNbDYjUIppMkGpmqSsKwGOQQugsJiqIGi2MFqjpKTUuoZoao2rFBbI8oJWu0OZ5/UgAABLnlWEoc9gb4fe4lydKyoFSRLXPtaqJt9mec7a+iqzWcJkOCZoeDhC0u51SOIMYyAMfCptEBKqMqcsDuJm6kUuUkqssShVb4Vr6rTDbFLnpErHI2qoOnZHSoSUKPlN321F4EX1KTmQFxlxMkPrEtcNsVg6URvrKZQ2lFbXubkWXM8lLwqUtBhtcByn3uZag64O3r9SIqUiS2LSJGNuvs9gPKIRhFTU+cRC1N7ookwZj0ZEUUSWZUSNFo4URI2QOI7xvAAhYDSc4rr1UMJ1XYwFqRyyWe2NLcsKx1EoFzCKRtNHAIEf1ARua6hMAXhICbooiBrhu+RrhIdSkjAIiGcpxli++rWvPFC14kF+pngQ6+qDpAdi87q8HOA7AY9feJzHTvZYWexzbO0Y3WZI6BX4kaQoB7znyccYJhYZBcRlTokFx/D0hy7ie+DJkG53jjAs6Dd7rB99hKOnjvH2W6/RCRTL8z0m020qW7K2fJSTF/4Cf/ETP0FbOhw6fR7QbG2+yeb+mzil5OpbrzMZDtnZ2+C3/9ln+e//x88gC5CrPR554ik++qnvpWw38PoeV154DuWB70mcvGDv9j1ajk8SJ2xdu8Lk9i10vIOnLeO9MQZNliSo0COZTvHb8wRWspMMaLd8jKtpLi1ShFNGukGlDHdffJ7OXItWcxFEWoMghMVTFoc6I/fZD32Y5194nt/67V/h7MWnMEHIrb1ddgdD3J6HG7Q4de5xLj7+QTZ393G7Hr7XIcodGh2P1uoam5v3mJtrsrezjzEVURTR7faIvIh2s0mn22Q0neB4DZwwYBaPaYQt8nKMUg6PvucpFjqLVGlBmVfEoxglPPxmwML6Oj/+U5/hzuYG7V6XJz90kTiO2R9NuHr1Os1mRLPtsr21iyw1WZxQVZa5hR6u9HEdlzDwSeKYMAiRWvHc5/+Yw0eO02x0Cefb6ErR6UVk04pWwyWfzZiNJ2zvbdOMXJpexJ07VxmNt3nr7ZeJfMX5E4/h0uH9zzzL6twSV7dfJzQj9rIJw50hyrFoaUnyGe1WRJIKpN/k/u4erU6HbnuOfrdJvxuy1FvAUXD08Eme/uBHMMZweL1LoSZ4wtIMmziiJM/vI5yKH/uxn2BuboEPfsf7OXR4nn5/gRs37mC1YDzeJ8tiFhe7PHL2Ajs7U7buj7FZgYkT1g+dIAxczp97lKcee5rDayd57IkTdIKIZJRw+84t0iwhTQWTQc77nnqC2f6AU+eP4YYhjeYqc/NnWFrosL+3xauvvES3r8B9OCX9/7MelEieh3qob4X8QCKFQ7vVpt3w8P06NcB1HKSwSAesKel02pQahONQGV03bli6c22kBCkclPJwHFN/90RNwkbEdDpBSYnveZRVjsUQ+BGN9hIri4dQCIIDj2GeTcmKKcIIZtMJVVmSFyn37t3l2MkjYIDApdnpML+4jHEdpCuZDffq1yAFwhiKNEOJGtqTxzFVkmB1jrBQFeW/Ozl16sbLUR7SCgpd4qraD+r4HsapKG19nZWN9nnC+3GU8jgwpiKoycUCUYN/5ubYH+6zce8WzXYHHIekKCjKEulKhFQ0Wx067T5ZUSDcutFyjMBxJSoIyLMMz1PkRQHUg4J6G+ugHAflOpRVWeepOhKtaxKzsRVCCNqdLr7ysdrUYK2yQiCRSuKFAeuHj5BmGcp16cx1qKqKoiyJZwmO46CUJM9zxDeBThZc30UK+e7J9jc3sMIK9vZ2CaMIpVSdX2oFruugK1vHE2mNLkvyIkc5dRObpjFllTOdjXCkpBW1ESj63T6B6xPnExxbUpiKMi+RgBU19Vgph0oLkA5ZUW/3XeXiugpPOfiuhxAQhg26c/NYIAxcjKiQAhxHIai9xwjL+vohPM+jP9cnDD08zyOJU7Ci3uRrje+7NJtt8rwiz8p3vdxBGOE4glazTafdJQoatDtR3ahXmiRJ0LrOl60KQ7/bQRcljVaElA5KBbheA99TFHnGeDxCuQJk9a0pBg/1bakHonlVvZC5YyExOcY7wcLCPMozrK+ucObUYzzz7CcJ/R6zUYZyFUVRofwGeSlYXDrOaBzjyIis3GRpfp7IX2V/NuDxx85xaL3PfG+eWTZlc7bD+uEV3vzqC2xONphbrdjd2ydOBhDNkSeC9cUz4Mxz9cY225sTrrxziQqXM4dP88YLL2IjQS8L+MBjZ/iNf/QPsTM4OneK1W6HmJx+I+DOnZsEjs+V27fRM0XP79ILPPSkIApd8iImyWZEnktJRTmOafbmmFtcpdtfpDI5Tz55hjaSOdFnqdUiuTki3/nXpLtDhOfQCHtMxkOaoU88HdFtR7RbDdIk54nH3s9q7yj//Nf/Mb/0Mz/L0+cfwc8Fq6LH3u4mm3fuc/gSDMQAACAASURBVPXqNR67cBHlSMoirXPjjCBLcwb7I1548WWkHzIaj7h7d4Nev8vtzbtUFpSxkKV1JtwkZnV5jSxPOX7iOFs7OyAD4klGq9NGNQI+/NGPcHR9jUcunKc31+X29WtEfkgvaLG+fJgLT34Ai8fO9h7NVovRdJftvTs0OgKtJ+RZyWQ0QpsKIRWFFXQbbabjMVt7e1w4/xjXrr3DaDKk15xjYW0Z7YJFo41HluXvBnH7nsN0ltBsd8jzlMXFJZrNFpWuOH7sCPv726wsLbI0fwpX9gickOWlNaw0HF1e45f//v/K8dUVOp0uuspoNUPSOCWLM+bn5rh+7R2uXXuVMt/FdUeU5S20NnjhYbKiw52rV5gOx+zv7TBNY1phxKVLb6Nch2tXrnH9yg20rXA8id9y64loJTl16gT3t+6ztLLM4vwykdfh6uU7dOcd+p1jOKogzbcZj/aZjFKGgxGO49HtdKg/5hWPnX+SV198g0cfe5RAtsmSKf15BXZEns04fvwYvV4fa2Ghv/itLgsP9VAP9VD/nyRcBy9y0BisjPA9DyEtYRDQbLbp9RYPMlrNu9vYmsoKvt+gLDUCB20yfM/DkQGFLmm3W4RBTaLVpiKr6hizyWBIXqV4QU2h1boAx8NoCPwmCI84ycmzktlshkXQDBtMhyNwBK6R9NtNNm7egAoir0HgKioMriNJ0wRHSGZpiq0ErlS4jsSWBsepYVHaVHUkEBZbVjiuh+fXYCFjDZ1uExeBh4uvFDopMcUOuqi3y47jUlYFyqnPe13loFR9ztxp9wnciHt3bnH90jt0W02kgUC4FEVGlmZ1HEyrXUOtjMEaA1agtaEoSobDEUI6lGVJmqa4rkuSZ7U30wLa1H7UUuP7Adpooig6oD1Lqkqj3BowNDc/TxQGNFttXLfORHWkxJWK0A9pd/uArCOKlKKscvIixVFgbXXQAJe13xSBAVxHHQwWClqtNnEc18Rq5eEFPlYCWKyV9fbbcRBCIGVNonaUizHmXZCVPQB+FWWO7/v4XgMhPBzh4Pv1SXnkB9y4fo0o8HFdVXtqVd1IG21qj3UyI47HWFMgZYk1yUEsUIixijSeUZUlRZFT6RpKNp3OEFIQz2LiWf3zQgqkEggpwUKj0SDLM/zAx/N9HKmIZymuJ3BVhJB1M1yWBVVZ07uFkLiue/Aps7RbXcajCa12CynqiB7XE2ArjNEH0NX65z3X/xZUgof6dtUD0bxu3d3j5tVdtC7R3GO6PyAejNm6s8Ngd493Ln+Zbs+j2XHIixlJMmPj2iW+4+lHGdzb5vWvX2U4mOJ4Lbbvp8SzKYXe4f/4lZ/lH/z9v8mx44c5ev4oURViKoe5Y6d582vvMBpOyRkxyyJ6xqcz1+OPvvw8F05fpL/URakAnJDT5x8n7vp4802On32U6egel696fOATn+Yn//JnSGWfy9f2kfsFb167hlO4mNxgJhnWmbG9d4tb17fZ2xyzc+c+IstJdgfs3NvGjCZEbYWXJJQSlpeXKZMSUsvRo2sEzZy9qoHspPSWL3L9+X/M5M4NjC5ZXl5iMB5z8uxZ9vf22d/bpN0IAckz732a7/zYs9zY+Ab/1z/5LMa1JFVMt7NCYS0yiLh5awObGy699TZ+4OMqQbsRMNdvc/LEce7evY2wgpNHj5PMUoJGg2Yrot3pk86mlMWQhi9pNhrMpjOEMXR7bXq9NlevXMZqS9NpkMUZS2uLUCVIDHlRMh3GFK5hZnIC1+f0oxd55OyjjCYxWSo5cuQsaaEoU5e93W3yPCFLEq5dvk4xS/nqS6/wlRdeZG+4icTytS//PrPxXeJkxlK7yWBzk+39EZub9zl88ghZWeK4LsPxhP7cAsPhDqdPPkFZCG7evM10NuH69RtEjSaeEgRhxdbmWwRezIsvPMf84hLJ3oCf+um/zpWb9/GlRAmDg6UVhWA9ikQQefOsLp/mpRcvIUyD+f5h0lRDPsSppqwdOc0kntDv9bB5CVoyP7/EeBwz35vj7PlHuHPrLkK7SB0gHUEjbHPp0lvEyRjlGLSeEnY9FlZ6FGlJd86h0+/Q8DuEfsT29i3KKkfICisKPE/hegq8gkMnV8mMRqMYj6cMR/tYalhZlqcsLi9QVRk7W3e/1WXhof4j9XD7+lD/uSpPC5I4r/NYyeq8yaIiS3PKPGc2G+B6st6i2fqENY2n9HttiixnMopruI9U5LlGVxXG5ty59Q43rr9NFIWErRDHOnUsS9RkMowpiwpDSWUcPCtRnsvuYJ9Ws11v+qQDwqHR6lC5Euk5RK0WVZkxm0n6i0scXj+CFi6zuEQUhmkcg6lPWqk0iIq8SEninCKvKNIMtEEXJUWWQ1nhKIHUFVaAHwRYbUDbA7uVobAOwjW4fpt4/xZn0+/DWkPg+3UObrNJUZQURYY6IMn2el3m5nsk2ZjNW3cPtoYaVwUYQEiHJMmw2jKdTpGORAhwlcTzVN0spQkAjajx7qZTKQfX9dC6wtoSxwHlOFSVfteL67ou8WxWg52Eg9GmBlPZqvalGkNVaqyEyhqkkDTaHZrNFmWlMVoQhs06CsYIijzHGI3WmniWYCrDYDRmMBxRlDkCGA62qaqshmApRZnl5EVJnmWEjRBjDEJKyrLC9XzKMqfZaGOsIEkSKl0Rx/V5s5TgSEueTZCyYjTarXNQi4IjR48TJ1l92i7qzbdyHLASq8ERHkHQZDSaglV4XojWFkyJMBVB2KSqKlzXA2PB1raqstR4nkez1SJJ662rsN/09brMZlO0LpFYsBWOK/EDF6MtrifqmCCpcKRT58faA/zyQaSTEAKkIYyCemCCoKwqyrIEauqyNgbf97HWUOTpt6gaPNS3ox4Iz+vf/oVftRu3b3Pi4gUmu98kvQX4kcAJJKP9fYJmg3I848bNPZbmc+IdiPUeudYcO3qS+9tv4jt90mnCG9eusLy2SrI7IupWvPWNV+nPX2Bttc329owPfOiTxGXM2rELzHdcNl67wdXd2+ixZfPeq7zv+/8y5XjEEx/8PiK5y+UrX2G4WbHQXeHFy1/k8Ie/l1tfeJGe1TzxqWdouZp/+Vd+jBMXDlH5JWvzTQY7Q5TrQ5nR6bTrQOl4QNFwWej2KKxGKrc+ywg98nKbdu8MdzfuoyvJ3u6UhSVJUjhsDe8wKTr0w3USPeTMhROIzqMcXjlBSp9GkJOXDqkc0p9bwE4a3Lj+Oo2gza2t68wmFY8/c5ZOMM9oPKkDuSm5f3/AiaMnKNOYl197lQ9+7APsbt1hbe0If/rlL3Ly3COYiebu5oCoGXLm7FGG+1OiSLK/vU97rs9sNmZrfxO1pDjceYq9vSGeC5SWZiAQuqTb7zKKE7r9Fj6Slt9CtT329/aI/ABrDLNsRug1SYsZngeODdjd3aMsK7pNmIw1KvSxcka6bxkUOStrhxjtTjh6fIHJcMzLr3wdXeacPHWShblVNm7c4OixHpSK9aOHaLUbtKM2e4M9vEhSxAWqMwe4mPu3eN8nPspQB0QubF/6GrlcJGiGZLNdRsMx6ydOMRyNmIvaDOMxk/0totBldzpkMWhTaMOla9cJwwanT55lbzhkNBnQDDvsjwe1f1ob9objmlApFYOtbZbWD+E1JHt7e6AdlHBpNVuMRxPu332bO/u7fOJ7vg/hBlx6/Q3mei0OH19n6/o+i0vLCKnpdJrs3NlieXmZoS1QSY50HCaTCY898QSDe5t05n3KEnpzDQJVEE+7CDVk827MsRNrXL3yDucvHKsn/80+6+vHHyjPxYPsT/kP0beqmXzof32o/5R6EL1Zp89dtGmS0Oi0KfMSIURNuHVE7ecrSqRysGVFnBT4nkEXoG2BsZYoapDlUyQuWmsmcUwQ+Oi8wnEN08kY12sTBIo8r+j3F9FWE0QtPCVJJzFxkWLLumHpLa9jqpJOfxmHglk8oMwsnhswmu0Tzi2T7g9xLXSWujwufpj733iVRivAOpbAUxR5UTe/pt5ASiHRusQ4At91MdQ5qEq5OI48iK9pkmUZ9iA2xfMF2gjyMqUyCtcJ0bak2YrAbXM9+BwaD0cajBVoSjzPg8ohjico6ZLkMVVl6fSaKOlRlRWOcgBDlpU0ogijNePJmP58nyJPCYKQwWCfRquFLS1ZXuIoSaMZURYVjlNHtSjPpaoq8iJD+ILQ7VIUZe03tqAkYC2upygrjespJAIlFUJJiqLAkXVGb6U1jnTeBQaJg02ssRZXQVVahCMBjS4thTEEQUhZVESRR1WWjMYjrDE0Gg18LyBNYqLIAyMIohClHJSjKMoC6QhMZRCuBwjIEnoLC5RW4kjIZ0MMPlJJTFVQliVBo0lZ1pE1ZVVRlRmOlORVie8ojLXM4jqTuNloUpQlZVmgHJfioEkEKIqyJkqLujH3gxCpoCiKumlFolS9Wc7SGWmRs7C8DKL29HquImyE5HGB5/sIYVFKkad5PdDAILR5Fy7VbrcpsxzlyfoE23OQwqArF0RJnmmiKGAWz2i1IrDgOB5/9EfPPVC14kF+pngQ6+qDpAdi8zosEpYOrxKPJ/iVZTzaRcgcz5Wk0wmyMiSjCbPRgPUjPfZ2ply7+TrjYUy37XPr6k2G2xl7w102bt/g+Moq99++xhtvv8HujuDI0ffQmPfBXeL93/ndjNIZQcNF5hX5aMggfodr177C+tMX+dQPfoa8Kmkur/OVF36HW5u7dFpnCVfWcJY91GaD+Euf55mPP0V4/gyHDq3T7QYsnlpkazxAuj5btzdpqrCmvfaXEFIRxxrptzjZXyLbGuCnJWGlkfGEeG+T/Zsxt669QTOAM2fXWVoN2LxvifdKFu0x2rOQuTnJ0ycf4/7XrtJ463Pcyg06vsSN/QFGj1lqH+Prz91guP0OGzdf5fN/8lts3t/g6KnzqKjHJJsgwpThaJfrN65w6sQRtJkxGN/j2LFD/OZv/jNmY80rr7zFuXOPsnN/k7dvv4kbTlhbabK/tcm0SNka7uF2mozKIdKDEysnqKYt4sE9fFHgiwxFhXJ9isqSlTXGn2lCu+GjVcZ0MKTbbBGGIWkWE7qLeA2BMIrZuEIIiRCWTiciKzw0hixLmU3AtJv0OvMU44RSF/zu7/0+R46fZBYXfN/3/CAnjp1la2ufpdVVJoXLwuEzrB49x//9e3/CcJZz796ME4ee4NK1a7z/sePkd15mdxLx3/7sr/LX/9IP8vEnjrJ68nHSchevyskryeLK0RqupSLu7mzRbc7T7a8w31vlK1/8OmG3iQx9Dh8/ytFjh7ly9RLWlDSCEGMLjC4x1rKzs0vgByzML+A6DidOHeP+9iYWyd2N+2RFTiUtqSmZlQkX3vtxTh15D29++RJvPv8qq81lVhvLDK7sc+zUUaazCYPBgPv3tgiUR56mtMIQXeQ4tqDfdrh5+WUabUm/c4huJyLyj7Ozb8BLkVJzaK2HEDMef+wiVy/fJ/BCdjY3v9Vl4dtKD7egD/VQf34qjcaPAqqyxLFQlgVgkKKmBmMtuqyoypIwcimKijiZUJYapSTJLKHMNUVZkCYJDd8nm8ZMZhPyQhCGda4nwqc/t0ipq7oxNhZTFpR6RhwPCLsdFleOYKxF+SHD4SZpXuCqJk4QIHyJzBz0YJfuQhen1eDp4K/gug5+w6vjVIQkSzKUcFBS1kNxJJW2CKloeD46L5HaIq1F6ApdZBRJRZpMcCQ0WyF+4JBnoAuDR4TSDp4H3UabbBjjTLdINNhqSlIUYEt8FTHcTSjyGWkyZm9/gyxLiRothONSmQocTVnmJHFMsxFiraYsM6IoZGPjHlVpGY+nNFtt8ixjmk4RTkngK8osozKavCwQrqI0JUJCFDSwlUIXGRKDFAaBRRyQcLUBEFBplCOxQlOVJa6qs3q11jjSq/8nCHRVnwcjwFV1SoSljoCpKrBK4SkPU2qsNWxtbRNGDXRlWF5aoRE1yfICPwgojcALmwRRk83tPUptyLKKRthhlsT02xEmHZNXijfeucWbr7zEV59/jiDqoG2OtPVgwA8idKlRwiHLc1zl4boBnhcwHAxx3Nr/G0YhURQym83A1kAnSw0jA8jzelDt+x5CCBqNiDzPAEGWZnXEjbAYa6iMptVboBF1mQ5mTPfHBMonUD7F7JvApYqiKMmyvCYlm3pDbo1BYPAUJLMxjgueWzfwjmxQFIA0dY5y4IKo6LTbxLMMR9Z07Yd6qD8rPRCb17/xc79sJ7MBgR/S6i7Q8Pz6VMfmqNDD5CUlBRQ5r1x9i4XOAvfvvU0eO5w5Mk+eCN689ALf8wN/iS/82+dZOXyC4ydPc//NV7k5u8PWaIvzz3ycZqKY7I1ZP3KMaZmxvnCYweA6sY3o9ddZaraZ2CGb1+9y7twxvvb553j9rSucPH0cT0SUlQOh5tnv/ig3vv6nrARHeO3GPcqtz7OQbCFmFVmZ0lroMB4NOLS2TIXGV4a5bh9jc4JWyGgwotNrE/oNMJrcTtCZQXohynNBuSyvrfLCn36DznyLdrTE9nRCuLBMNompZjHHnzlHvPcSv/2vK1yZsEPK/r0R3/md38+dS3scPfMosb6FGwR84Iln2djd5iPvfz+vvfEmjz35KHs7myQTQ7vXZby3hRP47A4GfMcH3svrb76Nq3xmk4JsFOO0BG7Q5PiJs8SjAcePL/MHf/RHHDt7jtPnHqGqCsa3rlGYJuPJlNVDC2zd30frgvm5Pnv7+6yurmKKknY7ggMs/Hg6pdvtolwXz1XEmaTTdPmTL/wbTp86h+f5pOkMrMINDF94/gs8/eR3kJcaT3io0KfRabOzs0MUuCwvzbNzb5MzZ46jjeTLX/tjQt/hU5/6NC+/8BLf+dGP8sJLL5FPR/wvP/8z/O7nXuStq9e4+PR5rl75At3GSV772u+RF2uU1YhPf+K7eeTRQ/yfv/GrnHzkfTxy/CxxHGMCgWcsk3xMICy7g13y6YQgatLu9Njd2qbd62Cs4NatO6ytrPL6pbc4dPgo8WTG9vY+ldG0ux20TdnYGNCb7yEQ9Jotbt26y+LyKpUu6XoBwyzBa/tcu3ads6fOsru7Q6MR4VcgpKAqSw4fOcLtWzdYXVmlcgXbW3t02wFz8232d3fxnRbKKzh75iKbW3dw/S5LS2sMd+8Sz7ZAC/ywhR/6yIPw80fOPflATf4e5Cnpv08PQvP6cAP7UP8p9CBuCE6cuWBLXdZAINervaDaYjH1ts0YDAaMYRxP8ZRPlk0xWtAMa6/qdDZkaWWdvZ19grBB1GiQTcckVUpe5rR6CygtKIuSMGxQWU3ghZRlgqYmC/tKUdmSLMloNSOGe7tMpjGNZoTAqaNxHEtvcZ5kOMB3Qo7E/yUm38PTOaIyaGtQXr01C0Ifiz3IXHUPMkRrH6nrqnozay2GCmtASIkQEqTADwJGgwnKU7iOT16VSC/AVBW20kS9FroYcW/b8pb4p+Roiqxkfm6ZdFYQNttomyClQ7/TIy1y5ns9xtMp7U6bIs9qoJHrUhU5wqmjbOb6XSbTKVJIqspiygqhBEI6RI0muiyJIp+d3V2iVotms4m1ljKJMThUZUUQ+mRZgbW1D7QoCoIgAGtQqv6drbGUVYXruu96UbURKEeyv79Do9FEyjobFwRSwt7+Hr3u3AGRWiIciXIVeV7gSIHvexRZTrMZYS0Mhns4jmBxcYnRcMT8/DzD0QhTlVy5cpn3vvdDTOOYdrdNPNvDdRpMhtsYG2BMydLiIs1WyMbGLRrNPs2oWZ9LS4HEUpkKCRRljqkqpKNQyqXIc5SrsAjSJCUIfCbTKWEY1ZvqvPbvuq7CYkjTAtdzAYGrFGmS4gUB1hpc4VAajVSSOI5pNpsUeYGjHKQBBFhjCaOQNEkIggAjIM+Ld0/Ai6JACoWUhmajQ5YnSOni+wFlkVFVOViQjqrPxw9yeT//J198oGrFg/xM8SDW1QdJD0Tz+tf+1i/aqCmR45zNwYSllSXKg6LkeiHj7Qm5TZFOghRt/uT53+bZJz/JtVtfZbnTZzwOOHb+JK+89HV8E2JsnW3VPbTCf/PXPsO1q9fZuL3PkfUjXH7j66T5CC+y3LpU0VmK8Fd8OmUH6UMRFxw/1cWp2niyyxee+1ecOnoCNR9S+As8/dR5fv2XfpHjF8+T7o9Yax5j4/d+mbVTDfLtGOkoJlkBWjDX8WnN9Ti+EuG6kOoppRYE6uAUKIJms4H0GhSDIdZ3aHe6pEmJNZJT7znG9SszsnSfuOogFzLyYYCTC9LWhO444fCxQ3zhq5LLYcX+nSnjWcH3ff/7ePnrtzh9+hCeTTFJRmGbnDm+wtzSCnExJa8q3LBH2FBErmE6zahEg8n9Xbrzc6wdWefKlRuM0hGnj59HZ2PaLRcZNvknf+/nub+zzfa9IX/r7/48rvIYxmPaeGgLa0cX0dYjTQuibsRoMKTf6mGKmEk64tSZRxiPx3iuh8M3g8rh8rW7NAPF0lKb7f0xy0vLSOHjehG372xw6PAKv/br/xt/++/8DF978WVk6hB2m9jKY3vrHU4eP8Tc8gqmNBSx4O2rL9PpKz7wwQ8w2hny/B/+MZubV/jRH/9pbt7d54mLT/OPfuF/4ud/7m/yxTd2mdcG0RCsnTzBHz73JZq+JJAFuU7wrcMzH/tuhBPQcD1moylOy0OVORv3brOyvEySpEymMVWhqXTO/GKX8XSKLB22hzVAqdVssnHnDqN4SCtqEKcDjG6DsORJgmwEZKkmCiICz2NvsMHCyiF6Cy12t3YJoxaNqMPWnbs0O33OnT/OzdvvgBEI6XH39h3OHjlOng0xwnDx8Yvcvb9DkZX0+2267fohI1BL3Nv/Mp3GaXrzPoPxCF+2iIIWk+kuJTnPPPHhB6p4PshfNP8+PQjN6zf1sIl9qD9LPYgPWUdPnbOOElAa8rKss10BKWpgTZlXGDRCaAQue/v36HUWiNMhvvKoKknUajAajXCsrJuGNMUNfQ4dPUI8S+rvtzBkOhlhTIl0IJlalO8gA4lrFMIBUxmihouwLlIo9na3aEYRwnMw0qfbbXHnxjWidgtdlDytfpJ06wZhU6HzmqpbmToOxXMljuvSCByEpI6zseAIiRXgOOAoByEUpqxBTMp1a4+khUYnIok1Whdoq8AzmFIijECrCresCKOQ/aFg5lheST5LqQ3Lyz1Go4RmI0Sia+ovimbk4/kB2lQYaxGOi+MIHAlVpbE4lFmB63mEYcAsTih1SbPRwuoKpQTCUdy8foUszymyglOnzyKEpNQlqnZkEkT+AfzJ4rgHzbpywVRUuqTRbFFWJVJIxEEeuwBmcXbQhCrysiTwA0AipUOSpoRhwO3bNzl9urYEYQSOUmAleT6jEYU1rMlwMNAY43qCfr9PmZfs7+6S5THr60dJ0oJ2p8utq5c4c/Yk+5MCz1qEIwgaEbt7AxwJ9d60QlpBd2ERgYMjZU1QVgJpDWma4gc+Wuv672hs3bj7LmVVIYwgPwAoKeWQJmn993JUnaFrVZ3LqzU49eDGcRRSCooiww8C3G+eojt1LGWWZijl0mo1SNJZfZEsJFma0gwjjKmJ1u12hyzPMdrgei6uUhhjcIRPVgxQTgPXl5RliRS1b7aqCgyGLz3/5QeqVjzIzxQPYl19kPRAnA3Pd7pMhil5w6W72iUzGj9okOUWxwkI2gFB6NDvL9GZV7zv8Y9w6PA6KwuHubUxJuj2aXdaPP3B7+K977uIaDX48Mffj7Qun//Dl7h67TZlleG4Ke95/P2cPHYMSZfDx9awhSC7GfCpH/oMH/qOv8BHP/5Brr+T8uY7mrtbm7zvu36IlYtPcP7xp1mbtzTFhJPnj3DzjTeYlCXTfMTtomD/3pD1o6vEXk6zGbB+bJnCKEw2QQYHzYF1CV0f4WgWl/sks5j9rZhkNCaY95BIJsMxWTwhT/a5c/kaC72cpbk+C3MuC36PlnKIWjNaSYSjWuzs3OO7PjJl78ZtGm3D3OEuX/7aN+i3O8xGMJhVvHDpNlYNsAF85P3P8NQHvofDJ97L+YsfY+PmBhs3rtFUTWZbb9HtRcgFixYlncCjv7hOWt3n6JE5fv//+TX+7t/4q3zqh/8qh9ae5Nc/+7tsDWe4YcVc/yLPfeGPuXd/k377KMYmeJ4m2Z+xunKEBI0M25w49ghxkmJMRhS4eJ7LZDJllOWcO3Oe+d4Ss1lKkmpGacaXXv8iX/jyHxDHu/zGr/0KApef/NGfIhI5fsvgh02itmLt8Bm00+bWjTvE4xGNhsHzBHu3Z/z0D/8kv/lLv8qnv/cHOPuejzOIJzz77Hu4e3fET/0Pv8jP/YN/wdlDh1l78lGC+TnW15b4kf/qe8mKCXPLC7QbEXvXXqYaXSFOhuxP9un0oas8Nnc2aK9VTIabxPE+rZZLoyloNB3G4ylaK+7cu44pYqpiyttvv0RZTKCE0li8cJ6qmCKVi/ICprsD2r4inQ5wpWZt7TS3r21w9cXLeKngpee+hB0MuXDqGA4zNq7fpBpVnFw6TjGK+eBTz2Klw+ELFwk6HV5//RJ+VNBuuAQ+jMcD0umAuYUuC71zdLp9HBsSVhYpNZPJHr7fpBstf6vLwreNHqTGFR681/NQD/VnLc91qUqNUQI3cNFYpOOgjUUIB0c5OI7AdX2UJ+h15gmjkMALSbIS6boopej15+n2O6Ac5hZ6CCR7O2PiJMFaA8LQbfdpRBHgEkZBHeOaSBZXj9DvLzG/MEcSG6YzS5rn9BdW8dsdWp0ugWdRlDRaIclkwiP2h6lMSWotRVoShgFaGhwlCSIfYwWYChyHsqwbIEdIEBbfd9GVpsw0uirrs2YEVVFhqhKjS9JZjOcafM/FcyW+dFFC4KgKpeumt8gzFuYrijjhovvDeKHLYDjBUy5VCUVlGU1TEAVImO/36PSXCBtdWu150iQljWOUUFT5FNd1aQrgRwAAIABJREFUEB5YYXGlxPNDtMkIQ5ftzdtcfvM1llaPEAYdLj7xXrKyQjoGz2uzt79HlmV4KsSikbI+9w78EI0FxyWKWmit65NaKQ/ovxWlMTSbLTyvbgK1hlJrBpN99gY76Krgzu1bgOAbr7yGIwyOqreFjhIEYRMrFEmcossSx7FICUVS8frL32Djxi0Wl1dodhYoqoper0OWlhw+cY4rN+7TDEPCbhvpuQShz9rqEsZUuIFX+2TjMbaMqXRJURW4HrhCkuUpKrRURV5n9yp5MJQQlGWFtYI0i+uMX1MxnY4xtjqID/5/2XvzIEnO+s778+SdWVlHV/V9TM9Mz2hOaTSSECAQSOIwpwBzY8Mar23s3fCL13b4tdnYDb+xa/vFu/auzfrArLEMGBbMDcslcUhIskAnkmZGmtHMdPf09FVd1XXmnc/z/pENQTjWwBo7mOWdb0RHVGVmZ2VWZTyZ3+f3+36/CqFbKLUjvdI0siTF0DTyLEFD4TolgmHEsDNA5NBptlBJSqXkIShyfVWqKNkeMs2pV0dQQuCWK2hG8bym6RJDL7S8WZois8IY0jJ9TNNCKB1dgUCRZQmaVlT7L+My/qlwSVRe3/pv/oOamJ7izOknqFeqJDKlVquRxDklb4TNzSZbW+dQMiZDUFU2uw4d5eLWIlMzM9gI7rnrAZ5x09NZP7HFl7/1fhr6Iarzozx5dpW3vPWNbG306fc26W7BsWv30e0OSHOXSq2MJYdUxgWPP3yWxTOnmRjdy403X01X9XnqwQuMlkzWk4hRb5SLqyc5evgmPvHhT+BqDje88RYW3/2bJEnI2NgIup6h5WCbBnGQYlsalZEStqnh+y6pjPErZbIsQjd1+t0Yz9HxSjZpnmFqBgLQDZM8SxAGVP0qkS7QKhV62wa2k3Gx2aPugCEGtFo5z7jqIL/2tx6+vsa24XJwospIY4Qo7bG8uELag1xzeHLxPsaUydikxdLyGd572x3ce3aD6VoK1hWUuYc/+8/v4bGVNY7uv4Kbb9jNbe+7nYUjRynVD/KKV7+C3kafdjSg7rSQ+fXc+61P8vyX3sRf/+F7OHz8OO3tFZ7/vFtwXJORWokwyhDK4sLyBQ4uHGBjbaswnHAknXaLF/3ErXzlCx+lPn2czfYiDa+Grem0e2uMTUzR3gpxKianzp7B9kepOIIvfvZBJiZN3vDGN3FhaZE4ipmZmWQY9tCRpMkQKSS7KnPcftdHeONP/2ta3YxBf4s9exdYWWlSbuQcO3YNv/orb+c33v6bnHriNLPTE9TKPv3+gO6gw7nTFxgdGaephWw/epKJRsbLXvZW0lqDaLiE3I4R/Qh9wqa13aVcrhIEIf1BnyzPUELRXO2yZ/8Ci+cW0TSNYNBDihi/Nk7QAWFJBlmKGgZITSAEPPTQQzznxhvJ85zG2DhCSuI8I0XD9m3IcpJmh9G9s4TdAXqU0h72OXDgAL3WNuVSiTRvY8ppqvWYXiqZnZ4hjy1IFMLto9sD8tTn9NkHObLv6aQqBSRBMGD//v3YZv2Smvm7lGdJvxcuVbJ4uQJ7Gf8UuBQrBLsWDirbdhgM+1iGiURiGiZSKnTdIklikqQgoAow0XD9ClESYDsOGtBudRkZrRH3E7a6K1jCx/AsBsOYuV0zJHFGlsakCVRrJdI0Qyq9aN8lx7Cg1x0SDofYlkd9tEpGxrATYhmCWEos3SKM+lTKo6xdXOOY+GnqM6MESydRUmJZJkIUVVNdK2JndCEwLB1NCAxDR6ocwzCQSu7ISIr4HEMv9KGaKH4eIcQO4QZTN8kFCNMkSwSaXpgomToIcpJEMVLxObmmo4uIh8VH8O0iui1XKWEQoTJQQmMQbGOhYdsaQTjk6qufyXYQ45gShI9Bm8WzS/SiiHLJZ7TuceFCk1K5jG75TE5NksUZSZ5j6QlK1Wj31hkbb3Dh3DLlapU0CRkdG0XXNUyjmISAnaqg5xPHSVFt1RVpkjA+PsnW5hqmUyVOAizdRBOCNIuwbIc0ztFMwWA4RDMsDE2wudHBtjVmZmYIwwApZWHSlWcIFFLmIMA1HJqtVWZm95CkkjxL8EolwjDBsIrK5InHH2ff3n0MBoXRl2kU7slplhIMQyzTJhE5aa+PbSomJnYhTROZh6hUIrIc7MLJ+NtxRVlWVLdBkUQZnu8RDEPEjo5bCYlh2BRd0YpMSchzFMUzRafboVFvoJTCsu2ivVwVLsGaoYFUyCTF8hzyLEfkkjTP8H2fNEkxDB2lUoRyME1JphSO46CkBhKEnhUJB9JgEHQol0Z2oogUeZ5RKvl89rOfv6TGikv5meJ7jatCiN3AZ5VSR/+x+xdC3AT8ulLqZf/YffxzQQhxG8X5ffQf3OZSIK+v/NlfUfX6BLZpodKEVr/N3OwuhCZI0xjbtlg8e440jvGNKliKcqPKvqkR/vAPfgeV2zz3ZT/JyEyHD//JN3npG1/JA1/7OqVGHUuf59ZXPZc/f9fv8qZ/8fOcOtGml7W58sARzm49wMErFsg7IYmY5eSJe7jxxmejWzGbzYCr5+b58w9+EK9Wp5R1mT9ygP3jT+NL3/ocKopZDwUvGHE5+7XbCNoddNelYkrcUZ9cZlTcCmmSUK9W8asV+sMBlVqJNI3wy2XyPMEyDJqbm5jCxBqxUEmGbVukQuFJDSWh6nuYVQtl2pj2DFHWod2NCXs5JSejP9yk5tU42RlltSW42DZpdi4yNj7CxHSDjSDn0N699MImjcoEoQwp6/sxtZSPfvq/8L7/+kcM7Tp//B/eSqiOc8srb2JKc3hyEPHUuWVefst13H/flzl86OkEwwCladiYxJHFN05/lPnxZ7O+fJHVCw+wfmGZX/7lX6Yz2OKGG56P60yz1Wrz8LceZmbXDJYNppGjYkEvCJgYneTOL97BLa9+Ib//y7/I/JV1XvyqX+CppUV04TI9eS3S7COATrtNe7OHXarTGLdxLJM7vvQVrnv61Ti2j+vaVG0dUwgqnsvb3vIzvORtb2B6ZA8Ygmc97TqyNOWhR/+Ohf0LrCyusnt2HzIbEoQBCwtH6XZbVEolHNPFr3l8+c478F2dztoApUfM7TnI7ITGH/y73+Z9n76Dpc1Ncvpk7SGaphd6JM3GLfmEUcjFlWVM2yVNU+IkAyXZbg0Ih4p+uE2prNEf9tGsBv2tLvVGjU5nm3K1jJKS4XDA7vkFttotZkbHsDSdOEtwTJ2+7+L0Y4ShMbVvN531Vba3t2mMjGAYdRLtPEHfZG52inRYRhNb6EbCxtZpnnHtG1hePoFtTeLXihn8yZlZ7r7rbubm9rF4/jwvfvFLLt9o/glwmbxexo8zLkXyOrVrrzJNG00r9K1JluK67o6er4j6CIIAlefomgkCDMug5JicPXsGlEZjYgrTSVld7DAxM0lnq41umWjCZXJqlMXzZ5id3UW/n5KphIpfZph08UseKsuRuAz6ber1OkKTxElO1XVZXLmIbloYKsUt+5TsGs3uJsic/fmbGDN1hq1l8iQrNJga6JZeaBp1AykVlmmgGwZZnmOYhZlOkS0q0YQgTuJCw2kW56/pRfutvjOCGrqBZgqU0NB0l1ympJkkTxWGrsjyGEM3GaQWUQL3px8mSUMsy8J2TOJc4ZdKZHmMZdiFLleU0IRkdf0cx48eJddMzp9+hJwqo5OjOEJjkEmGQcDEaI3O9hZlf4Q8z4uWZzTyXNAZruFadeIwIgo7xFHInj17SLOEen0MTXNIkoRur4vrOuxIekEWlVXbsmk1m4xOjfPUY4/iVUzGp+YZBgFC6Dh2DSWKiJ00TUjiDM0wsSwNXdNoNreo1apoetHOa2gCTRTxNY8+/Ajj89M4pgdCUK9VUUrR7W3jlTyiIMJ1S6CKGB6vVCZLUwxdR9d0dFNnq9XE0ARpXBBO1/NxbcHZJ57k+PXPJIxjFBkyzSmanxUIvTCikjlRGKLpOlIqpCxMm9IkI88hy1N0g0LXKyyyJMOyDNI0LTSzqljnuSWSNMGxLLTv5BwLMl1Hz4sJDrvkkUURSZpimSZCs1AE5JnAcR1UZoBIEEISJwNGqjOEYR9NszHMIvLHdlzarTauWyIIhtx33zcuqbHiUn6muJTJqxBCUPBH+Y/9/O+z/9v4PuT1kmgbHqlNEIRd0DOEk+K5ZYbDGE1YOKbP+kqTiYkJVlfXWdy6wBNPnOAzH/s8qxsmC9fcxLGbb0DXDDaeGmP/oUnu/toXGZ2tMFoZQ9prfPYLH6Q+foi/ff/72B6cZWTa5Nz5E0yWSgw2Ur58+9fRHZ3KxAznlpZ47NQJFh88x0OLLQbrTQ6P7sWd3Qdtm7NLD/O1j3yOL932BY41Gnz03X+AYWg0GhZlT8NyDYYbPdJewqDdJU+GDMMWeZ5j2Dm5MDHdMomCXNcJswivWgIS4tDGMKoEYY7jugQyolKv0h9KVpaaBO0ujtpmxIUxX1HxTIZxTpgp9Mjgeft8ju5LEVrMy177Ks6ePUtzM+DAVI2nHdnLkb0T7N17jCmrjkHMwsEpbnn+S/nQXXfx+7/3Hzn+kl/iWS+5mul6gz//yG1oQZdnXjHFO//4j3jhK36eM4+doVat8tgjj2CYJpqRcO2em1k89QjdPOYt/+odvO6X/i3N3EDT5vjIx77InV+7g3u+9kn+7uv/g4995M9QcZfOVo9o2Ge0MU4vOMMD3/wavXbO9W/6WSaveT5aPs+uueN8/Asf58H77+D3fu/XmZlq4Dg1xmdHiMNVVKpIk5Rbb72FQX8VLU+QgWQ7jLHcjD/5k/fw8p98M1ceuIaF3eMs7Fqg2+twYWWZ+YkFGs4Ex667DqdiY5bKTO3ez/hYmfHxMdqdHu20jyJg//wROu2UX/zZt3Nw/yE8z+XEYpfnvv61vPvdt/GZT/0VFdsni3Q0w8B1qshEMuh0CPodJkbrtFotcgSabpGlJmEYcfTq3VSrPlvbinp5F6N+BWHkJHGAYRUZfYNeC6fiYhkG9ZEaWqVOe5hCLkh8g2S5i10pYbkWrlAkkcZ4fZZU2KwOz6B5cyg1QfNiiyzcYGHvHFcfOMSh8X089LWvcuqeT2C7W0zMHeHxx85z8cIKw3CL8+efQujWj3pY+LHApUpc4dI+tsu4jB8GpmmTywyEAr3Q+2W5RKChaQZRFGPbNlEcEyQhg0GfjbVNolijVG1QGa0jhCAe2pR8m/ZWE8stHGnRYjY2V7Asn9WVFdJ8iOloDIM+tq6TxYqtZhuhCQzbIQhDeoM+YSegG6TkcULZ8tCcEqQaQdCltbrBxIXnU7EsVpfOogmBZQkMfcd4KM5QmSRLMpTMyPIEpRRCKyqQQjeQgBKCXOWFbhOJlBpCKzSvmq6TIwtDpVwRBgl5mqGpFEsHS1cYhiCThZuvyAWjJZ1ySXElr2diaophMCRJcnzHZKTsUfZsPK+Ko5kIJJ7vMDo2wcVWi6fOnKE6sZv6eBXHMllcvQB5ykjJ4alz5xibnGfYH2CaBv1ubyfOSFH1RgkGPVIlmduzn+n5/cRKIITLxdVNWq0m7dY6261VVleXQGakSUqeZ1iWTZYP6Wy3yFLFyOwcdnUMoVxct8ra5hqdTpMzT53AcczCZMg1kXlUtN1KyeTEKFkeIZRE5ZBKiaYpFs8vMzE5S8WvUfJsSq5HmmWEYYhre1i6TaVWQzeK38P2StiWURQj0oxEZkBOyS2TppL5XXvxSz66rtMPUhrT0ywtXWB9/QKGZqBygdAEmm6CVEVWcZZh7xhWFck4GkoWFflyxcM0dZIUTKN4bkArKsZCE4XDdrZjzKSJwtjKsEiyIhtW6gIZFhFSmqahA1IKbMtFCY04G4DuoLBJogQlY0qeQ9X3Kdsluq0tBu01dD3Bdsv0egFRGJLlCcNgCOKSoBs/TjCEEH8thHhUCPFRIYQnhPj3Qoj7hRCPCyH+YodkIoTYJ4S4QwjxLSHEQ0KIhe/ekRDiaUKIh4UQe4UQY0KI23e2e7cQYkkIMSqE2C2EOCWE+FPgIWBOCPFGIcRjO5/3zu/a3+C7Xr9mh4wihLhNCPHHQoh7hRDnhBCv2VkuhBD/TQhxUgjxP4Hx73fyl0Tl9Zf+3e8opSSOVSMYRNRGKnS2O1iOTa06Srvdohu08D2XRn2CKOigi4jb3vffee7hF/HYE49gNlw63TaTY+OM1qc5dWYFu67hph62rrPnmdczPzZL3GyzLfrobpWNs5vEQnHwwC4uXDiLbqQ8dvcpjl93nBtvuoEv3PMlmqfvZ/8Vz+DUk09yyw23EqYOi8tfJum5tAfnqCzfzUTJQRMJeaqYmqrTbLapjYyQJSm2poOeYeojJOk2Y/OzJJmiXC0TJUPq9RpCZbQ3NnCHfdIsZRh0KdfKJE6NSrmCTA2yLGAYhDQmKozPzCCxqVYnOLO0RBYPIRb4jkHl0BX83//pTioHDvJTt76Sxx57kup0jf3zV7N39zQbnS221pdAhlxcXGa8cZBTSyvs3rOAXzIJey02VtewLI3T55ZZXuryW7/yMyxtnAMNvvGFexnqq7zo5T/P7NgIH//kJ3nWi29EtTPQPXQjJ04jSqUaWhqyfPY0ua7h+RX2TE/whS99hquOH+Pk4kme+PIJjj39ekpTx2i2HufmZ95MnIV0VjvUZkxkcpiHH/0gN93wcj7y4Q8glMGV1y5QbdSpj88wCCXZVsxguMm+fXvY2FihPDHGobnd/MffeSc/969exbA1xeOPf4RePyNIQtDLlD2XV976Uu6+9wEOHNjN9NQsaZyQhBGNRoXtboddu69AxAarrZMs7J/jK/d+gWl/PyKzKTc8Npd7KG2LKw8/l6/d81fMTk1w7Krn0ek/gec1sJ0SFy92GfbAsnug2QRRgi5MVjeadLpdZufn6bbWGAxDKuUGwTDBtgUXNi/SqNQIogC7XGauMUu70ybNQxp1HxOfVq/HxFwFW1TxjBJRvM2hI0fZvHCej3/6Q0SLHeaO1ImSFoeP3MTBa47zb371Nzl89Fr82ihX7jmIN3kF997+YRyxyGijzPpSzute+y+4//F7MawKb3nrv7w8S/pD4lIniJerr5fxw+JSrLzuvuKQAoWmFTpQ0zQLAxlNwzQtkjQhyxN0XccybWSeIpBcWFmmUR6j1++hWTpplmBbNpbpMBiGaJZAkzq6EHgjNVzbRcYJqcgQmkkcxEjA913CcIgQil67T7VWpdGos9luEg+38Usj9IdDRkcmyJVOGDY5nP40aR5ghG1sXUMgUQps2yRJUkzTRMmdNmAhEcJEyRTLc5FSYZgGUuaFy6xSpHGMnmdIJcnzrFivFVpepEDuVAct28ByXKCI4RkGAUrmIMHQNQy/xMmzLZ4ofYbZyUl6vQGGY+J7VTzXIc4SkigAJFEQYFllBkGI55XQDYFMU+I4QgjBMAgIw4z9e+cI4gCA7c02uYgYn5zHtUzW1tepj9dRSVFxFFpRYdR1E6FywuEAJQpjJc+x2dzcoFKt0A/7DJp9KiMjGE6FOOkzOtJAKkkapZiOQMkyvd5FGvUJVldXQAkqtRKGZWJZLplUqFiS5fF3ImcM26Lsepw+/RS79kySJw79/mpRqZYShIGha0xNTNDa7uD7Ho7toqRE5jmWZZJkKZ5bAqkRJX1KvstWexPbKCGkhmHpxGEGIqHsN2htL+PYNtXKGGk2QNdNNN0gClOyDDQtA6GR5xIhNKI4Jt0x20qTuCiWGBZ5JtE0CJMIyygyizXDwLUckjRFqRzLMhDoJFmG7RjowkQXOrlMKZfLxGHA2vpFZJjhlE2kTCiXR/GrVR4/cZJyuYZhWlQ8H93xaTcvohFgWQZxoJienqPT30ZoBg8//MglNVZcys8UP0Dl9TzwbKXUPUKI9wIngfcqpdo727wf+IhS6jNCiG8A/69S6hNCiMK1DK4Hfh34XeBdwKuUUstCiP8GXFRK/Z4Q4kXA54ExwAfOATcope4TQkwD9wHXAtvAl4A/Vkp9UggxUEr5O8fxGuBlSqmf2SGxJeD1wEHg00qpfUKInwR+CXgRMLFzLj93ybcN/8yv/z8qGHSZntpNp9MmHAZMz82SpWlh964b2I5NEkUIy6bijHD/N++lMebT67UpOQaOM8oXv3Yfc1OTCBXg+QYXl7tc9dwXs92+yIG5KTbW2jx65kl8I2a2UkNmZVKxiaaXOXM25IabrycJVjlw9UFWV1cYr0xyZqPNk6cX2b97F1atxL69Hvd99j7sVOPi9sNck67SbbYxTcVofYTBMMCoOSgp8QybOBmCbmLoHp5n4XomwyBBM01GJ8bZam1Rrnp4rsaw1SfLUkpeCcMwGfFKdIfFjKRhW4SDhFxkeH6Z+f2HaW5epNRo0FrfYqu1TtTuc/iFN/LZO/ocfNaLsaKMkm1Tmx7DsSz+5oPvp9/d4qZXv5m5iWnuu+sbTM7WmdszzcZmkyQMqJR9LKPCyuoyUSY4cvUhHrj/AcJEcmTXAZQd8Ld/8XF+6g2v5qn1s1x3zdM4e3aJxx87ySvf9GJaW1s72glFFifYjo6uS1Kp2F5vs+/gAp/8zMd5/U+8lsc3zuB7Y7TXT3L/fSuM1h2e/8Ln8KlPfYZXvPwNfOPBjzG/72Vsrl7E8hJ27Z7nW48+hi1DmmubxPEQv+yjGyZHjh5BKdDMMu/5s3fwh3/0KVZXl1BJzoXlp9i1+zBXXn01SRLQaq2DSpnfe4BuZ4N4mPPw/Q9w8NgBdKWIZcgt199Ic7jE2eU+M/X9jDVqfO6zH2BmdgrdqDMMm0RDwcycSx57zE3NMz9fptvK6QdbrKwtUqt7aEiCUNLp9HBcj1J5hCAckqY5ze02hmaBUrTaLYbDAf1BSmNijJmxBitr25TrHsNWRDDcpl5zmZ5toJs1+p025coYG1uLTEzYLJ++wJ+964+48dVvZKK+h0OT45Qn9pDILU4+cYLe+SbXXnMtm60W1kiZPVcfov3UJjMVn9U0pN7wCYZdNreXOX7sOfh+laPzuy/faH4IXOrE9du4TGAv44fBpUhe5xYOqDzPcGyPNEuQWdHN9O02S4RA0zSUlKBpGJpJp7ONZelkWYquFZ0yza1tXMcGlaMbGlGYUmmMk6YRJcchjhN6wwGGkLiGiVIGkhghimz3kdERVB5RqvrEUYRl2AzjhMEwpOS6aKZOqaQzu/4iNCWI0i5VGZEmKZpQWJZFlmUIUwcUutB2tJdaYTylC3S9IDFoWhEjkyZF9qYuyJMMpSS6biCEwNQNsjwFCtdlmRd5obph4JbKJHGEblkkcUKSRMg0ozzWYKOZ4dfHOSE/iK5pmI6FLjRWLq6QZQmNqVlc22G7tY3jWDieQ5zEqLzQ42rCIIxCpIJytUyn0yGXirLrg5azurTG7Mw0w2hIrVZjOAzp9/pMzo6TJEnhfCtVoVkufKhQQBollMol1tbXmBmfphcPMHSbNO7T2Q6xTJ3RsQbr6+tMTs7Q6azhliaIowhNl7ieWxgQqZwkjotMU6P4rsrl8s61YrC8dIojR68nikKQijAc4rplKtUKUuYkSQxIPM8nzWJkpuh2uviVEkVHc85orUGSBwyDDMfysS2TjY0VHMdGCItcxuSZwHU1lNRxHA/PNUgTRZYnRHGAuXMd5DmkaYau64U/Sp6hFMRpgrbTUJmkCVmWkeUKy7ZwLIsoSjEsnTzJyfIUy9RxHAuhFVFMhmERJyG2rREOQhbPn6M+NYNteZRtG8P2kCT0+32yIKFaq5IkRUavVy2TDmMcwyCSBSnO85Q4DalWGhiGwVdvv+OSGisu5WeKH4C83qWU2rXz/hbg/wLeD/wG4AF1ClL6J8AppdTs39vHTcBfAiHwQqXU6s7yRyiI7Pmd923gCgry+lWl1J6d5a8AXq2UesvO+38JHFFK/er3Ia+3K6X+ZmddXylVFkL8V+BRpdR7d5Z/HPjg9yKvxvf/Cv/54Rg+/rhHr7uN64HnjrJ64SLTc7PIdICpw/ZWj1q5wTBv8tTSCfZdMc7qaoehUnS3Ihbm4dZbr+HBBx9FygoXNjKckTp5q8OEU+KrD3yT19zyAiokWGMNHj31JHMHxnj4m2eZ3ruP579U8MEP3cYNx6/nwx+6nf0LdXJPcvudf8N1B2+m4mfI1Qt84mN3s21WGXEVld5FRuc1yvYoQik2N9aolht0WwNszyVMEww7wSvVyDUwSy6DYYRXruLXymw1t3BcF03T6A+GGHpEo1ImiQN0NDpBjGE61Md84lBhGB6ZSllfW2Vsdp4giJBWQMkdZUt1iMNttrea3PqC5/FQqtClzlJrleTCGV7w0ucwf91h9szuJ2husHw+4PA1C9iuTdDN0BIDV5SRMXSDJqWyxcqT59AuzjM/NkqWDLj7Y3/BxJVHqEwO2dQ3ufFFz+XOT3+Kycl5rn/eEVbXtxgpecT9Lo6uk5ddPK9Cr9fGMcH1y5w5t8otN7+UL536OpN6nd6wT3nuONfFdc4+dZ5Pf/rTvOD5r+K9t/0hT3/6ywiCDQKxTpI4dIOUcq2CMPbwwhtehqnbfOwj7+KqheOsLHfYv/8Kzi//HX/9nkf54t3v48ZrX8K9D3wF9Brrm+fQTww5eug65mfm6Pd7DLp9UIokjRmbHGV2apbZ8V2cOH+apfOLNOauYP+uFotn72bplMP0+EFKjk83PMvU7AHW1pfxK7PM7mpw5vFHWF6OufppR3C0PvO7R4gGOq5ZYxguMTE+Rj+MyVTOoNfB96qMV6ssXWxi2xagGB0b4cDhaVrbbW6//ZPc+KxbkTLAsnP27N1PMIzp9jMq5YQ462F2bC4s92i1qwTdPbznA/cge10mr9zDdvscX/nqg8zWZ/jlt/wcH73zQXYdWOBpdRvLdem3AmafVmXv7AyaqvLUmTPMHbmedjdkdXmRk488wtH53T/qoeEyLuMyLuN/G7pmYOg6WZYUTq2aRRRyz2JDAAAgAElEQVSGOK6LkoUTa5okmIZFrhKGYZ9SySaKUjKlSBNFyYOJySrdTg8lTJJYopsmKkmxdZ1Wd5up0TFMJMKy6A8GOL7FYHuIUyoxOgEXL16gXq2xerFJybNQuqLZWqHmj2IaChWFrK+1qYoIU1cYWYTlUkxqoojjGNOwvkNUchSaJtENEwVohk6WFe8Ns4g+0XUdIQRZlqMJiWnoResoFK3TQse0dWQOmqYjlSSOIyzHI88lKssxNIuEwqE4TRImxkbpKkiVIEwiZDhkbKKBWyvjOSXyJCYMcsrVEpqukWcSIYvYGiUhVUlB/gcBhB6uZaFkRnttCbtcxrBzYhFTH2/Q2ljHsV1qY2WiKCmOP0vRRGEspOsGWZaiCdAMg8EwYnR0gma/hS0Ksm84VaoVkyAI2NhYZ2xsiuULZxmpTZLnMbmIkFIny4uKNcJjrD6BEBprq+ep+DWiMKNUKhGE2xw/dhObrRUatXHanS0QJnEypN/PKPs1PNcly1KybMf1V0ks28J1XBzbpR8MCIMA0/UpeQnBsE040HAsH0PXSfMA2/GJ4xDdcHFdi0G/SxhIqiNldJHhaiYyF+jCJM9DbNsiyyUKRZ5l6LqBbZiEUVxovQHLNvF3qqzN5jqN+gRK5QhNUfFK5LkkzRSmoZAqI081wjAlSUzyzOPYNc9GZRlO2SNJh2xtdXEthz1zu1hrdXF9j5qpo+kaWZLj1gw8x0FgMhwOccs1kiwnCgP63d6Pckj4ccTfJ94K+FPgOqXUBSHEbwMO8L0mDNZ2tjkOrO4s+17bD7/r9ffa7ruPzfl76+J/YB//WxMJl0QTerlmE4YhQli4Th3LMvFKFYJhSIZFmAg6gw6VUY+ymOfQwrVkKUTBgLp08E2FZgsG2xoHFw6zd2Efew9M8NbXv5az6ydY2VxloTrBhz/6V3QsiTIk47URKq7O7unDHDjYoNuxecdv/VuarRV+7e0/TRb1kG6VPZUDSOGTlUrsOrSH1/3Cm3n723+K+fkJKmmMbgtSLUHzDLy6B66Jbek4loGhC1w8TGmiZYI0yinVGtQmJlFSMD42gW3pJFFMrVQFu0GrnxIrnUSCNCSWLehsNwmSAM0GzzWxDMn5sydAN2itbSEtn7I3StLvkg5h8+KjXD21gNbc4po9+2gtnuBv/vRvOL77Fu76wufA3kOtXiIZRvRa22hWQmOyhDei44+UCke6TLIwf5CHszNEecrYwmHMA8fZe+X1vPB5P8ekP8PFU2t47jjl6X1MjV/BiFUmjxL8chUsiWlqSCTV6ii9QYxTMljYO8+pE48yru9ibSgZmfNR2xvsPraf8ek5bnzmLXz+M19keupK/FGTfXuPcO7kIs86fhPrT63TXTyPH23wyfe+Ey1pMzE2w/3f/CZfuP39LC7eQdVf4Itf/0uuOvYcTp5+kFrZZPduj6sOH2aqcZCli4ucPnuaKE/JIoGllVnYc4B9VxwlHEruveseyiWbu+57kK/d81FqXs7NT/9JXvL6l3PjC64kZQtLH6PiWuyf28f4SJ2PfehTnD67Sr3m025uIcQcWx1BpGK2wwu43w6W1wRKgTJLbHb6DMKESlWRpRGN+jTDoeTOe+5ku7XFM57xDNaWlilZGjNT08R5RE/20R2dqJeyZ/ZaBsEZWq2zjI5pPP3ZPrUxGzk9wle+/FWGm1PcePPTGds1zme/+g1uunqe4dYKWazj5zUm6hNoqcuF1oCl7gW0msVqf4vQ6nPspmvZd93hH/WwcBmXcRk/BG7it/+Xf/9/gGFqRUsnGrpmFRo+wyTLcxQaUkKaFVUoA5eyV0MpkHmGhY6hKdAgTwV+qUzJ8/B8m7mZaYZxnzCO8Ayb1dULpBogFJZpYmoCzynj+xZZqrN//37iJGJhzyxKpijdxDOLCBap67hlj+n5WfbuncHzbEwpEbpAConQNXRLB12gC1GQNwEaOkIVpUeZKwzTwrRtUGDbNpomigxOwwDNJMkVErGjiQVNL4yKcpmDBrquoQkIgj4IUegZNR1Dt5BZhswgiXpU7RIiSah6JZKgz8riClVvlHZzA7RCbylzSZakCE1h2Tq6JTBMA8ssOow8z6erhkilsEtltFIVrzLC+NgubN0hGkTomo3hlHCsEqZmoHKJYZiggdAECjCMgrjpuqBUchn0e1jCJcoVpquj0hiv6mPZLvWRUTY3NnHsCoYlKHllgn5IvdogGsakQYAhY9aXn0LIFNty6HQ6bDYvEIRNDMNjs7VMpVovcl4NDc/VqZTLOJZPGAUMhgNypVC5QBMGJc+n5JfJc8V2q42h67S2u7Taq5i6YnRkkvHpCepjZSQJmrAwdUHJ9bAtk7WL6wyHEdbOhAS4JKkgV5IkD9H14tF9x0gapekkaUYmJYa5Q57Nwnm41W6RJgkjIyNEQYihCVzHIVeSVGUIXXA4ez3XO7/IofxWDiSv4Fr7TdxYfzOmpYFj0tzaIo8dGqM1LNdmY6tDo+KSJxFKgqFMbMtGSJ0oyQnTEGFqRFmCFBnVRo1Szf/RDAY/vtglhHjmzus3AnfvvN4SQvjAawCUUj1gRQjxSgAhhC2E8Ha27QAvBX53pxLLzn5et7PtC4GRf+DzvwE8d0cPq+8cw5076zaEEIeEEBrwqh/gXO4C3iCE0IUQU8DN3+8fLom24Xf8579QzeYGeaZRqboMBgHBMGR6Zpq1jXUaI6N0uxuYpk91cgyZpHQ7bbIkoVZ2GA4DLNMjiHNGag6Pn3uYhflnsdFsMoyGzE4cJWz30Gop/eAcB684QqpyTtx7lpFawMPfeIpDx2/g2DUL9Ls5ve1NqtUKX/z85/D9EtcfOMyDjz7K4euvI1d9NtYC3LU72GNv4huTDFSMZ9p0Oi3yWMP0TAZhQLfTZf/8btr9Lna5TMnzwdGp5jrdPMZr1FBR4aYsDA0VdRj2Y0YqHmkCuW5guhZROKDkVvFcCAbbxFHGIMnYe+hKNpc2Gd17HRtmm+ZD60zNCmquzubML5FZAZWoSnUCxup7eeTBE0xMlljrLjNWnWB55TxRmHL82qs4++STVEo1QpUWNy0pCZMA3yqhGxpJJmGYUp2q8fhjj9EdbDFz4ACH9y7w8DceYs/cPLquMwx7GJpb3OydGs32JrajEwUDlJL4lQlQgnf+p9/i53/h15ma2M3G6haGM6S1ucny0jLHjl3HvX93J0evuopzSxc4NneUKNmgR0inqbj361/m6uccYsxvMD0ywzDUueLKOl/6wue55fk/Rb/b5eHHH2fjwhpHrhjjxpuewYWVdcYnfFyrwWZzmdpIhSTy0DRFuVJCKINqrURz9SJJGqN7VWxlksuUKBpilsosTFWxSgZrF1YII8HLX/xC3vHvf5uFvQsgNVyzz4tf+WKazSFnnjrFrl276A02SaIMqQx03UIXiu12ES6eRn0WmwGVksag18V1R4haG9RG6mRu8cAVxwa1qoZBmQ/8j/dz6skHEZng5a98JQt1nyuvu5mzq9vsP7Cf1fVl5mcP0e2ucmCvz+NnljGwiHs+9TkdpUDXJbvmr+CrX7mbF73geWRJSqvVZnzMYGP9HKfPbLC83OK1r34dMzO1yy0+/0j8n0QSLrcN//jgB73u/il/80uxbXj/kWMqiWOUEgWRzXLyXGI7NnEcY5kWaRajCQPDLohVmiYoKb8Ta6JpRSSLaWr0hz08b4QkTshkjmuXCzdgU5LlAb5fRqLotwNMM6O7HVCujlCplsiyIrPTNA02NzcxdJ2aX6bb6+GP1DiqXksc5+hRE09L0LXCvVfXtJ1jEghdkOc5aZrhey5JlqEZRXUZTWAoQaYkumV+x01ZCFAyJc+Kc1KyiLYRukDmObpuoGuQ5ykyV2RKUfLLxGGC5dWIRULSjbFdMDVB4u7mUe0DGLmBaYNlleh2+ti2TpyFWIZNGAXIXFKtVRgOBhj6Tsau0FBKkcscQysqw1IpyBWmbdLr98iyBMf3KXse3e0unushBGR5hrbjtqvrJkkSo+mCPMsAMIwiP/TM2VPMzy/g2B5xlCC0ohU4DEMqlRrb21uUKxWCIKLilpEyJiUnTWC7vUWl7mMbFo7pkOUCv2LS3NxkdKyQsHX7feIwouzb1BsjRFFcEHRRtNqapoGUOgIwTB2UwDQN4ihEKYnQTTTEd74HTTfwbAPNEMRhRC5hYnyMJ554Eq9UAiXQtYzxyXGSOGc47Bea1qy4TpXSCpMrIE2LW6OUGWGcF8ZbWYqumcg0xjQt5M41IaWGacCVvJmV1RUGgw4oweTkJJ5pUKk1GEYpvu8TxQFnnc+SZhG+Z9AbBmhoyMzAdL4dwaRwPZ+tZovxsTGUkiRJim0J4jhgMIwJw4TpqWm+9KXLUTk/KH6AtuHPUZC+G4AzwJuBdwBvABaBC8CSUuq3hRD7gXcDo0AKvBbYxY7bsBBiF4W29WcptLQfoiCtd1LoU/cAU/w9h2MhxJuA36KooH5OKfUbO8tfA7xz5xgeB/zvahv+jovwt9uLd4yl3gXcApze2f0HLvm24XPnzuN57k6rg8CyLBzXod8fMDExTqezzvraRUzLwq/VcAydkVKFgCHjYzNsiS021tuMz1R54uR56tPzBIFGnrjUqxWWzz3CmGcyWjrC0pMPcLq7TW3a49Chw/gjOqGocXjfArrmUC3nVP0ZVleWqHh1Dhyc565HHyXJda4+9ixcIv7g9l9jX9qncnw/m+EFRtwa/XYH3cpwHI/zTy6jmTr1eo311XWsml+ERacplbLD0FQ4kUHW6oBlo3kGqUzIpI/faBDm2ygnhRyCKKVa8/HMEq3tFiWvxMrGKnO75gm628RKQ+kSOruY3DtFf3g/g9YW01cMKDFBX6yi2zM8tfgwfl3w5JPnGZ2ZormRUq9O4U47nDzxBHPT0zTXmnSCAXvmdtPebhEm22y1V2nsmiVNU/aOTrK53WJqeppd9hTbq31GjtYJtiOyKQ1Tl4yO1IkjQWO0TKezRU6CTExq5Trb3TZofVbXN3nb297O5sYGtmWQE9BZj3Etl/0HD3LPvffw7GffyMX1VTqdHlvzTRbPrRMEAw7tn+TIdQfor6wR2zET9f1EYo0wmkKYk5w8/TCyH1HSM2wtZWp2F0E/xTEqDLp9ttOAPXsWyBKYma0RBkPa7SaT4zO0Wx2qNZ/BIGN0fJT/+cmP8qxbnkm732Yk0llebNFJWpRrLlHb5uOf+gSHjxwmimJiPWXPzDgn73+Q8bkjXH/8WjY3e6Sxjo3PU+eXuPrqqxkEfbZ6y8zNTNPvt9i112djqY9KbKb3+JxLe3TSIWG7yZFjVxHmOd31gOtuOcyp31/jwrkho3WH//6uv+TG513LejDgeT/xWiamx9nabmK6fdbOLvPYQ5I9B/YTiwEbvXsxO8/i2uuuxTIlJ08t8vTrr0LJCMssMdKoIRyHC81Frjh2I89+rsXHP/JhfvFtb/tRDw2XcRmX8QPi/6QJk39uBMNgp30Wvq3vNPWClNq2TZrGxFGE0DRKpokuRJF9SoZlOUBCHKfYjsGgH2A6LnkuUErHMg3CoIelCyyjTDDsMshSTEen7PvolkBiUi6VEELDNBSm7hBFIYZu4pc9Wr0eUgmqlTp1Rjn71AlKKsOolojzENMwv1PB1DRtJ89TYFkmURSjmcWjm5SqyD0FtFwgkxS0HYKqJEoZBXlXKWgKkMgcTFNHFwZJmqDrBkkc4boueZoiFYVLc+ZilxyyrEOeJDh+hodFpkcIzWEYdDEsGA5iLNcmiSWWYaM5Ov3+ANcuNMFpnuG5HmmaIGVKkERYrotUkpJlE6cJjuMgNIc0yjDLFnkqUU5RWbQsC5mzE/mSoJAoqRXt1FkCIiOKY3bP7yWO44Iok5PGObqmU/J92tttGvUGYRyRZimJSAiCmDzPKJdsytUSWRQjNYldKyFFTC4d0Bz6gy4qk+hCoQmF47iFEZIwyNOMVIV4noeS4LgmMs9JkgTHdnaMtgqdsWVbbK6tUh+tk2QJGhCGCZlM0E0dmWisra/jl8tIKZFC4jkW/U4H261Qq9aIk8IHRsNkGIRUqhXyPCPJQhzHIYsS3JJBHGQgNRzPIFAZqczJk4RypUwOHIxeR2m0zOBsRBjkWKbO0vllGqNV4jxjdHwa27FI0hihZ0RBSK+r8Eql/4+9Nw+yLD3L/H7fd/Zz9yX3qsza167urm6pW90N2pBAEtJol2YMg4cYzIQwFmOMPUEYg5cBHHgZBs8MXiAYE0gekARakBACbd1S75K6a1+zKiv3zHvzrmc/3/n8x62Z8IyFPYPt6UauX0RGZUZWRJ68J+8b5/2e930eCqFIsj2E2aReqyOkZjwKaTSqgEIKE8sGDDkRQKpNmi3J5sbGd32v3uPfHK31beC7jcf9wt2Pf/X/X2fSGP4fWQa+dvf7d4DTMFFmgR/SWud3ld03aa0TJg3xvxTNo7X+OPDx7/LzPgn8nxpPrfXf+le+Lt/9VwM//V1+n7+QV8XY8NzsHKWSj217JHGCKgr6vR5xFNHdGSAKyYGFk4w6GVJBr9cjUznVZo2dnQ7D4ZBGsw5ZzFS7ictpXnrpRS5eeJa6X+d1b3gzcv9hVofrHDr6MG6jT6YKrl59js9/8s8oGXXQEXmUkUV73Lz6ElcvXOTa1QuM04zVlQ3q9RYXr1zj1z/2j3n41H20aglh0KWhfQb9iOn9i3itFnthSHNhGqfs0esPkNLEcz3iJCDPQtIkhzBFuw5Ws0ocZ0RBSBGmqHRMFobkiULlJuVKBZmmxMMRqdJYtk8YmuxfPEx3b4/u1hrlVputTodH3nQfbsWm6r6WWh1IJLvhBnnW4vbN8ySh5s6tMZajiKI7DMfX6WwPWL55iSzP2d7aZmZ2iqnpNmEaIGxwnCr7jy9iCckoDLBqPsN+yovPXqJkzxJHMdfWbjHVbNKslFBaT0K5HYfdnW2yBKQyqDcaSKOgVqkw6O7SLE+RBiln7r+PK5cvU/HqlJs5UdqhP97mXR98J9vdHkJKHn/sCXCmGKZjqgstvMYMp088TCcpiLUic/fY2A7YG2SUSzVa0wscOXmU5lyd4/cdwPFcesPJaEy9dpw49ugNAuK04PKlG2QZuE6FzmaPnID1rSGG3WZt9Q4ffN+H2V4f8kNvfS9H7zuBaTi85+0fYvXagH0H9pMUOYWh2X/wIIcXlghi6ESCz3/+j/nzL36J/+6X/z5H5+ex64Ig7yKsnEqrRq3ZZNQfksQhUWdAPNzh8NEZNjY3SMYTU4tHX/MoQZ6SdlIOnl7gP/33P0orqZJEGetrN4islK89/R2+/uXbvPzyZwnDHp3uFhfPrfD4o08wNZvw4CNVknjE3/zwz3D67AEGoxX+x9/6Bywt1Rj2OsRpxOraJo16iZsXzvHQiUeZa5ZY313hbe/+gVe6LNzjHve4x18K13UxTAMhJ6OsWkOWZZPGIslAg+dWyNMCobnrvDqJkUmTidGNZVlQFNi2jUGF4aDPaNjDNCwarTbCLRFlMX6phmFlaK0ZB322N3YxhAUotNIUKiMYDxkPRwTjEXlREIUxljXZk11eu0W9UsG2CpRKsTDIM4XteRi2TaYUtusgTYMsyxAIDDnZY9VaURQaVAGGgbQnObAqV6AKdJFTKIUu9ESFNk1EUaDynELribqsBJ7nk6YZaRJj2jZJmtJoVTFMiWXUMS2gEKQqRhc2YTiiUJooyBGGRqmIXAUkSU4YjCiKyb6u49g4tn03tojJ81DZu6uoKoRpkGcF/d4IUzoUSjGOQ2zbmqjFMNnnlJIkTSjuzj5bloUQGtM0ydIEy3AoVEG1WmU8HmFKE8PSqCIlyxNm52ZI0slr12g0QdrkRY7p2kjboVKpkxaaAk0hM+IkJ8sKTMPEdlxKlRK2Ozl4kIYkyzUIsKwyhTLIMkVRwHgUUBSTneskztDkxEmOEJOd67m5BZI4Z3pqjnK1ghSS2el54nGG53sTNVqA5/v4ro9SkCrB9vYWu7s73Lx2nZLrIk1BrtPJa2BbmJZNnuUUhUKlGSpP7u5wxxS5QgONeh2lNUVa4Fdcrpy/gK0sCqWJ44BCFHR6Q7qdkOFwa2K2lCaMhiHNehPHKag1LAqVs3/hEJWaT5aHrNxZxvOtu6PoBVEcY5kGwXBIrdzAsUziJGJ6tv2K1oR7/GuzCLwghHgZ+A3g33uFr+e78qpoXsMwREqNYWcYlofnuti2wfR0m/mZJlE/4ObNSzTbHt3eNqWSj2ma7HX3CIIh+5cOkOU5WZjTXxsQ9FYZqjWeOHMfT3/9j/jOt75B59IVSsrAs1MO7H8AmRQs7TuF60pOndyHRZmUHUx3hpnFaU489BgPvv77uP/EUR568DU8cGQG2Ra858P/LqvPPovQOcNC0A+72IZg1OuRRjGzC7MI0yDOc6QGs24xjmJEMQkVTwYhw16fHIWKM2r1KoYh6I0GiMhFGxZWqY4QEkN62KUahlNnlCTkQpPpnHF/RDEYE/gebvkIjQOPsrsxwDZdzFpOFGi6q89SxBl7RY/pxjT1SglpbvHII4/z2c98isWlwxw+McvcviVKlRJO1ePayjKm6UFu4JoOBgorr6CyEa2yyZ984bNYNtx36jBPf/OrTE+1uHPhGm6zQm5a1GtNsD0slVMpN0BpyhWX7V6HjZ0uqSpoTR9G2Dbt2Rl2Nu9w4sghdjtXGfRyZvYfolZp07mziYwipmoVvvnlT1FzNjk8e4zBuM+Nc8t85etP8cSjT/D+D36IuFNwYKbBaG+Vw8cPYGhFFsesL9+m3Zpm+846Lc8jHg+5cf1lHCNAJg3qfg1PVLh65Qpr6xt09joYeNQqkl5vHccGr9bkkSfu58aVDl/73OdoLc3w8o2LvP/D70F5CbZZZf/UEoPOLoVMOfXgg3Q21nnw+BKBk/PudzzOP/yNX2Lj3BXe8oNv5nZnhXg0mSpQRcZet8fKyhpu1Wcw7NPb3iMZBehxweXrLxNshBw+M8vP/dRP8ejjZ3ngHWeRIsEwPfRAUMiI5y98hd/81T/k87/1G/y1t7+fMycXub61wbETjxENHB57/HWs7+yS9ArCgclP/OhPs3xpDbvwCUewf7HN+XNXOHT6IIgMbIdS+SgvPHP5lS4L97jHPf4/4ntdpc2VQqARokBI+S/2Oh3HxnVsilwRhiNs2yDNEkzD+BcmTrnK8TwfrfVknDbOyLOIXMc0qhV6nS0G/S7JeIyBwJAFnleFAjy3jCEFlbKH4K7zsHRwfIdyvUG11aRaLlOv1amWHLAFswv7iXo90JpcQ65SpBATFVQpHM8BISZNqgZhSXKlADEZv80UWZpRoNF3DYiEgCzPEcoAIZGmhRAgMCafS4u8KCZ7sGjyLEfnOcqQSLOE5TVI4sl6izCLyd5r1EMXmowM27KxTBMhE+r1Jltbm3heiVLFwfU8TNNAmgZBFCKkcXcEViLQSG1CkWMbgp2dbYSESrnE3l4H27aJhmOkZaKFxDItkAZCa0xjEgFkmgZJlhKnGVqD7ZRACmzHIYkjyiWfJA3IM43j+VimTRrFoBS2ZdLrbGLKmJJbJlcZwTCk0+nSrDeZm5+nSDW+Y5FnEX7ZR6DRShEFIbZtk0QxtmFQ5DnBeIAUClFYmIaJgcl4PCaKY9IsRWBgmpBlMVKCYVnUm1WCcUpnawvLcxgGI+YWZtHGRM31HI8sTUEUVGo10jimVvZRUjM702B5+SrxcMTUVJswjVD55O+bu+O6URhjmMbkmTjJJgcZuWYUDMljRanicOn8OerNGtWZGgI1yYvNARS9UYfb1zfZvnOL2ek5Hq/8bYIkplRuoDJJs9kgSlKKVKNyweK+g4SjCKkNVA6eZzMajilVfECDlBhmif7e+P/yPXuPVwda6+ta67Na6we01q/VWr/wSl/Td+NV0bzW6mVsx0TogjgaEkc5cZwxDoYUhoPfbCBESjjOgYI8T7Ftk2q1wqAf0O/1aLYqTLfnKc9UGRWav/HeH6Ny+ASvf/07SKIxU8fqeJ5DHMDt5YtcvfEtmu1plm+t8o0nn+aZ515k2C/Ti9dY2egzP9ukbNus3F6lVDdQpRKHhy6dyy9xstWhO7CoDsfsDUx2dodcuXKbJNUMehFSSg6fOoEzVcMsV+gFPQxbIlwHIQvq5SqkGYZpEKUJWpvozMSp37Xy1wKBQRbGpJZFaGiyIiWLc0bjmCjL6ReC3u015MwJkJL17girbDKMTAzHISw0dq3F3PwUm50xmVY8dPa1rCyf421vfQ/j8YjdnQ7b62tUXZ8izjm4eIBRv0tzegrTq6Nkk260zue+8Hlsx2d6epbdboeZ9hxlu8TlG9ep1BvkSUI8HrG6fpPF+SnGIqI/7DLY3cKUAt9zsSyT7uYd1HgPgiHnz73M9k4Xt1zFdsq4psXF71xgd30bx3coTTd44fxlHnrs7Vy8MMCox5i5T31mhiIOOffiZa6fP89Lly9xc+0OUmYMd1fobt/BkCZHj5xibX2Tmdl5rt2+gxYGx0+c4eLyba5vvIjTAqcKJ08fxxAWhRzTbFfoDUb4vk+We2zt3MAXi6zuPM8Pvus99EYpS/uPsrOyx1z1JNNTbVoz89jOFMfvO41I4f5HH2VYtpgvNRjairNLB1neW+X3fvuXeezBgwShxhaKKO7jlm1se8D++f1EkYNdb+OWNbUmVOwqtjXko3/rI7zr7e8lChR2Lvkvfu2/RhU2yIi0I0jHY9yGxye++KesXHuOza1dvvipT1JpC+aWppmaafCVr36R3vYNjh2eI40Djh6dZ/rAEjNzVdbWb1Mu2/zu//oxalXBs898g6c+9yXM2Hqly8JfWb7XG4N7vLr4/5MR078u1l0HVMHEhKlQk5iVXOVoITEsCyhQuQY0WhdIOTEXyjNFlmVYtoHjuBiORa5hYW4fZqlMqzVNUSickoV1IboAACAASURBVIkhJUUOUTBiHPSxbYcwjOju7dHr9ckzk6yIiOIM17ExpSQKIwxLgGnwuvxHSEcDynZKmkvMXJFmkiTNGI1DioKJOizAr5SRjoUwTTKVIYQAKUHoiTlTUSCkuBsHJNBaIC0Djb7r4zkxciqEQAnujt8W5LlCaU2mIQ1jhFMBAXGWIw1BriQYEqVBmhaOa5OkikJrarU6UThkemqWPM9Jk5QkijENA13oiQtvlmLbDkJaaGxSFbO1s400DBzHIU0nWbqmMBgHAaY12dtVKieKAzzXRglFlqfkaYIQTBphIUjjCJ1noHKGwyFJmmKYFlIaSCEYDUakcYI0JKZj0R+OqDWmGY1yMBWiMLAcB10ohoMRwXDEYDQiiCJAk6chaRIhhKRcqhDFCY7jMg4jQFCqVBmFIeO4j2GDtKBSKU/ujcixHZMsUxiGgS4MkiTAwCNKekzPzpHlBZ5XIgkzHLOM49hYjouUNuVKBQqoNurkhsA1LHKpqfk+QRazduc6jdpEnRVoVJFjmBIpMzzXQymJtGwME0wbTGnygPwAvHSamek5ilwjNRw/dQqtJVBQpKBzhWEZbOzsEAU9kjhhZ3MD0xa4vo3tWHQ6O2RJQLnkUqicUsnF8X0cdxKJZJiS1dV1LBN6vT32tncRxatq3fUef8V5Vey8SmmSRDHBKARMTMfEslyazRbfevEF3vB9jzFdcfnDT3yGpWP7QCvCYMTW1iblmoXnW2yu7yJcm9zuc+zAfv7485/gg+97Dzc2bnL0yCIqr5KKiE6wysL8QR6amWcQbPPRn/s73Lx6hVarhS5KuFaM3TqB51rcXr7BXqXE277vLTy3ukE/v0588Xc5asxhZzsUZouppkblFnkaEfSHCG1iWCb93S5tv8r26iZN06KqwApy1od7zE1Nk2Y5UhckGRRWQaVeox8OmZpqIw3BKE0ZxRlO2YckpeZWiD3QQrO6fAtBgFk9hKkiokLgOzZpuko6VASdHgcP7uPG1cvMLy7i+y6GmfN7H/9nNJslztz3AHmeMzszR8l3yZSiVK0SxjHd7i5f+uIXOHjkEEkSItI2b3jsHSxfXWF5+QaVsk/c3+OtP/x6nn3+Aq1WkySOqbcbuCXNyvJtMtOgZDuU5uZptKd47sknmW23iUyPQaJIMoVpwNEjh/j2iy9y35nDmO0GaV6w1+vw/HMvMt2e4aH7zxCOd5lv72drp8cDx48xLi5w6OQJrl5aph9lzLZrbG+uoxbnkH6FmWmHatlhc/MOpZLJ9Vsv88DZ1/Anf/I5ju0cZ990i0ot5KUXnkMVLitPXeaB++4nyw26mxsMez3a1RrKKVhbX+fYgbPUSjOMZEw27FOMQ8xGmfPnP8OpUz/E888/R0HAylUTA4tqq8aVl15gtj3D6Uc+zHnnIvOd6xx96K38z7/5ZYa7N/mJj/49hp2cUmuGr17v0J4eQ9FncdYlS47TaMzwa//Nz/PE697Kj/z436DTj2g06/hxn5ee+gSPvOEHufTcs4yzPs3ZJhLB7saA3/4H/z3tM2d457t+kHbtEH/62a/h2QUffu87COKMz/3ZnzG/b54wHDFYvcWR4/fz/MuX2RnusFCyeOrbf84bXvtmgje5bG3uvNJl4R73uMf/Df9PmtY38p9/z5p1ibuNWp5PFEopJ3uvtmXT7/dpNRvYpmRzYwuv7DLJzsyJ4xjDkhiGII5TkBItM8q+y/b2JnNzswRxQMn3JpmuQpGqCNf1qTlNMpVw8MgSwXiMbdugDaRQSGuiyIZBQGqaTLfa9KOYvSKgGK1REi6ySNDCxrYLKCYZtHmWIxAgBFmaYhuTZyVLCCwNQmniPMOxbfQ/H3stQEuJaVlkd3ctJ9E5mrwokIaBUAWWYVLcfQKMwhBQSNNHaIXSkwax0BFFrinSDN93icZjXM/DMCRCatbW1rFsk2qlitYax3EwDDkxBzRNlCpI05TdnR38kj/JqC1sWo0ZwnFIEISYpkGRpUzNtNjrjyY7roXCsi0MA8IgQkuBISSG62LZNv3uHo49MSHK7ua/CgGlks+g36dSKSENC60neae9/gDHdqhVq6g8xbU9kjSjWi6jGFIqVxiPAzJV4NoWSRKjPRchTRxXYppykpFqCMbhkFqtzs7OFqW0jGvbmJZi0O+jtSQKx1QrVQotSON40rxbPlpoojih5GsswyFHofMMnSuEZTIabVGuTNPv9dAowrFAIDFti/Gwj2M7VOoLDOUINw0o16ZYub1LnoYsHjxCnmoM26ETpNhODjrHcyRFUcayHLybDzJuxOzbv0CaFViOiaFyBnsb1FtTjPs98iLHdiYH12mcc2d5GbtS4S0zP8OK9SV2troYUrMwN01eaLZ2d3FdF6VysiikVK7SH45J8gTPEHQHu7TqbVTbIImTv+jteo97/BvzqlBex6OY0Sgiz8GWLuPRmOmpacajkENHDtAddhlEAQ8+fgbbcuh2uyilOHHiJCot09mdjCiMOoLzz7xERZsstPfztS89ybUbglQcpN4sU7ZcHjnzZlzTp9VwSTPF7PQijlVG5T7be8/T9k/RrBTs7u7ww29/B6dOnaKrxjz48MOYpk3vm3foGpKZOYtxpUxzehG77tJcaOHWPJxqiZLn01qcJ6t7NI4tIZsl1qM+Q0szPTtDViiSLGU4GpGEEUJKYhVRb9aI00lAuUagdIgsUnRJsEqX3X6HOInQKifz6pTiEWZjicHGdWbnDhMFMe3mAV76ziVqzTbzS/MYpoljllld3eQD7/8xWq0FBr0twnjI9ZtXyOMYqxCITGNomF+Yxa/XWDp8lCgUzOx3Wd9dJzdttFvF1j7nv73NP/mNP2a4l3Du5XNUqzXOX7qI45QY7YUIbRDuhnRXu3R2O7SW5hiSUCQho94eWR6zcOgEtzf3WDp6H9qqou6+JveduZ8jx4+w7+B+bq6sst1JcGqaVOT0x2usrU2xuG+KU6f3sbJ8Fb+1wOmHXke72WZ75SaDzi63bq5iW2Vs0yeTLW6uhSwceIBae4nzF5a5fkmRpRZZLDi0uJ+g3yEbK25u3OHsE69jfW8XLW1qpYNcu/Ucr3vtY6y8fJ0YWBv0MXPJ/rnHGAWbvP5NZ6n5Fe47sR+vaXH96rd509nHOH36DPbqClNFn51yld3dDc6ePsRP/OxH+NM/eZKf/8Wf5rWPHuL5L3+Wz/7+b/FHn/44L567w//0e7/Jf/JffZQf/sCPMX26Qqlep1ZvcOfCTd73tnfxI3/37/DjP/UTjPMhjnLpb3T59stX2BjkvHT1CkdOnsVRBZtbt2g3S5w6eYTrly/i4fEDj74eJxZc+No30JUqvdGY48cOsDR3kKRSY+1qH1zJM5/5EtnWvUy2vwz3FLB7/Nvka3cb0K99DzeifxnyfNK4ag1SSPI8x7Ed8lzhl3zSPCVXilqzihQGaZqitaZcqaALgzRVGKZBnsJwb4CpJa7t0t3tEgSCQvhYtokpDOrVNlIY2LZBUWgc20MKc6K0ZX1so4JtapI0ZWZmhkqlTKYVT9Q+gpCSrBeRCnBcgTINbNtDWBLLtTCsyfitaRjYnou2DOyyj7BNoiIjl5N4HI1G6bsqqpoor4WeNIBFUdxVY5lkfFKAKYjISPJJZI7WGm1YGEWOsDyyOMBxSqi8wLZ9hoMRlmXj+i5CTuJgoihmbm4/tuWSZQlKZQTBGK0me8RCawTgug6GZeKVSigFjieJ0xgtJBgmEoPhIOHWrW3ytGA4HGKaFqPRCCkn+79ogUoVaZSSJimWd7f5U4o8S9G6wPPLRHGGV6qANCeuvrqgUq1SKvt4vksYRSSpQpqagoJMRUSRg+fZVCoeUTjGsF0qtQaObZNEAVmaEgbRXTXXQAubIFa4fhXL9hiNAoIRFMUk09b3XFSeopUmiCNqzQZxmoKQWIZPEPZpNJqEwwAFxHmG1OA6DfI8ptWuYRkG1bKHYQuC8YBWrUGlUkVGIY7OSA2TJI2pVUosHjrA7k6Xy1fPU6/79He32Fq/w9bWGv1hxMrabS5fO8/O3FNcq3yCy9YnuWJ9kmgYMjc9w75DSyweWCIvcqSWZHHKYDgmzgoG4zGlSg2pNUkcYtsGlXKJYDzCQDJVbyELGHX3wDTJ8pxyycN3fJRpEY8zkILe1g5Fkr+SJeEe32O8KppXXSSE44Qk28PxXOb2zZDrFMuCdNRhZ2uHcS+i5M2ztrZJs9JCZYrllVtUvTKeaZAUKds3PknDWyI1Y+5sDSikQ3VfB2FcoT+8Q8nzCEarRJ2QP/6d52naET/9kY9Qnd6PVY44dPAISXqH7XGOW50l0wXffPJpWs1Futef44E3vpajR8rMOVCvTROtrRINA2an9rF44BhLB0/gWpJ6o8xofYNKYWKmAsM2kYWJ69nESYrSBaONLXSc4pZstnc2sO0ySppEaUycTUKng2HMnZ118jQj2QrwLBNpxmBq7GFMx3BYvfAkwqrS3esx7g5Yvv5ntC2HsVlCZB4l22Wju4Xltrm+fh6/3eTOzV3Gg4z9s9MgC4QLUTTCFwLXMgjHIb5TYao9R7dvsVAvc/P8S6yvbvHtS1d5+NGjHDxcIzdCTp25nxs3bmBLlytXrhNKxVR7iqn5BqW6TxorVJwghCAqQh5+5AyXL3yL9ctXec3pg4wHW+Qq5OL5W9hWhf5uwHCzz6c/9r8hdUQhEp7/8ldIele4cukSJWOXF597hrn2NIcOnqRZ9YmGIy5dvcbmzi5aOKytXydIdghGQyqGwa2rLxL2dwiGPU6cWaTcLNEfjtjr9hmMLdzqEaYPLnJg/jiXv3WRQ0tH6O6s09m5xkx7id/7+G8zNVXDSTTzpSr/+B/9GktHF+j3u/R2+szum6I/TEn6O1RKdYyWQCV97IUm28GYKVnm1KnDdNOCC8/cYrB3h9/5J/+U3/z13+OXful/4A1v/RF++j/8bzGNNvefei0ffN+/w765NuGmptsb4ts5tWmX26tb6KKKXRSU7SYpCYWKKTVL1MoGK2sjBqsXuO/sY7Qsk2PHjtKamuX6+h6VZplbO6uUaxZv+dCHMK0arnSYm5rnPR98OyXH5tEfephf+4e/xtlHTnLfg4uvdFm4xz3ucY+/JAVKFRRFipQGruegKRASdJ5MTJkyhWG4xHGMZU6UyzAMsQwTKSZZmUmwiW34FEIRJTkaiemmIMZkWYRhGKg8pkgV23d62FJx/tx5LMdDmgrfL1HoiERpDNOh0Jq9bg/L8kiD3iT/0jdwJVimg4oiVJ7jOh6eX8bzy0g5iVzJ4xhTC0QxyTsVWiDlJM9Wa1BxglYFhiFJkhgpjckheFFM1NhCo/KCKInRRUGR5BhCIkQBAkSmSIUkGnUR8q4BT5oRjnexhSQXBhQGhjCI0wQpbYJ4iOHYREFCnms815k4FRuglMIADClQucKQJrbtkmYS966hTxwlDEZjao0yvm+hhaJSqRIEAUIYjMcBSmgc28ZxbUxrckCg745GKxT1epXRqE80HlOr+KgsQWvFaBgihUme5ORxzubaOmgFoqDf6VBkY8ajEaZI6Pd6OLaN71ewLAOV54zGY+Jk0nRGcYAqEvI8xxQQjvuoLCXPM8pVD9MyJmPTaU6mJNL0cXwP3y0zGozw/RJpEpOmAY7tsba2guOYyAJcw+LWrRv4ZY8sS8mSDMdzyPKCIksxDRNhCXSRIT2bROXYwqBS8UkLzagXkqURD545y+3lNY4fP0Nrah8HD51GCJtqpc7c3L7J+HWsSbMcQxaYjiSMEtAWEo0pbYqJdo9hmVimIIpysmhEpdbAkoJyqYTtOIyjDNMyCdII05S05+cR0sIQEsdxmZ2fxpSC+nSdG7duUKtXqFa9V7oo3ON7iFdF85plOV7JodmYZqezxe3bt6GAtZV1SqUZDh0+jkbiOhnDcYhfb2CYHocPnkRZEe1ZlwePHkL7D3Pone/l2rOXaHmat73zYUqqxtbNkEEwRnug9RQba3f4/h89zDBt8aH3v4/rz73IQvU0w67F7/zTPwA0z33lKfq9Lo98/xu5vLLLOIm5849+mcX9NVIzZxgGOKUy2jSh0OhocoJZ3z+PV5+mNLWAKpvMTy9gY+IbNqPOHrbvkRUFCwcPkeqCAoP9Swfxq2XsTFFtVpGuTTQMkbZNza8x3BlgKQPXcTGky3icYfoVTLGPOzd7NOwa43iPxsJpVr/yaWolm2dfuIxVVvR6e9iyh1Qhqj8k69xgcf8SBw7t5/c/+b/wlW9+g2E05HZnlUtby/RVypve9TZkzeSzX/80JxctLq9f4uwTZ7BFn5/82R/lwvIl2nNz3L5+i2a9yo3lq3zpy58nTwSrt9fo7GzT2duhXvHpbKwy12rQKvucfeANrN0ecezIAxRehU/80SfpbG0RbAQkWZeVlRv0gy7uwhTHHnsdxShnxq/RKxRnHn6UhYWjGIXL1HSb3X6XOM+4fOUyaM14EDHT2k8UZszPnsAwZxj0c0pVlze/5U0UEsIkJB4JLNPAslKOHF1ifn+FajPjwvmXUQik4zAajGiUKvjlEi9e+DZpkXJtbxN3tskzF87zkx/9Wb7w5c/zyMNPsDNS1Jw5lMw5fPQ1REnGuXPXubD8DFlqcuTAUfYtHWZ1dwffMYnSIYsHj/CxT/8Rj73zBwnMPr1ki6989VNs3vkOx44cRhbw7IsvYtfL5HGClpJ9Bw5y6duXKfoR7YUa4xQ0OcdOn+BDH/wgv/Krf5+f/fm/R6O1wJ9+4Smubt4hE7Czscn33f8wX3/qGUquSbkyRclRPHTmQSKhqdWaBDsZC+37CLZtfuTdP8PLL13i2pWVV7os/JXjnup6j1eae+rrhKLQSENi2Q5pmhCGEWiIwwjDdPBLZbhrtpTlCsOyENKg5JfRQmE7BrVyCYwa/swsQW+EZWimZ+qY2iQJFJnKwQCtJ06yrX0lssJmfn6WoNfHNSvkqWD1ziQipNfpkmcpjVaLA9H7Jq7Dt67heRaF0ORKIU1zkg+jmbgFa43lukjLwbRdtClwbRfJZIw2T1OkISnQuL6Pnmy44vk+hmki9V0DJ2OSdSukwDQs8iRH3m1+hZAoVSANE4FHFGRYchLvYnkVos4Wpinp9cdIc5KHK0UKWqGzHJ0EeJ6P73usb6zQ2dsjVzlhGjFKQjJd0JqdRpiC7e4mFU8wjsfUmhUkGUuH9zEKR9iuQxiEWJZJEI7Z3d1GF5N7lqYJaZpgmgZpHOPaFrZpUKu2iKKccqkG0mRzc4M0SVBxTqFToiggUxmGa1NuNCDXOIZFpjXVWgPPLYM2sB2bNMtQumA8GgOaPCtw7EksjuuUQTjkWYFhGrTbrcktUgqVi8lhgigolTxc18S0NMPhEA13YxJzLNPEMAz6wwEFmnGaYDgWe6MhS4cOs727TaPeJMk1lnTQQuOX6qhCMxwGjIIeRSEo+WVcr0SUpJODgSLD80usb23SnJkiFxlZEdPpbpJEA8olHwH0+v2JEdZdZf6G/xlGgxE6U9iuRV4AaMqVMgvzc5w4eYJDR49g2S47O3sEcUQBJHFCq1qju9fDlALDtDGlpl6pogDLtFGJxrWrqESyb/YQg8GI8Th8BSrBPb5XeVU0r/DPx1lstrZvg1asr20yO7sPlWc8/fyX0ZSwzSZzM9MMBnvUqj7nXnyaOze36O6VOX8nYP/9j7L+9ee5Pcxo+fv5wz/4PN987hzf98RbUT1oOvtYX7vB0QcPY2V1arMtytMFh44c4mMf/wwBFm9911t58gufYv99B6g0FpmfWeDk0Ralb38Md3gZEgOCGFsb1L0qRpYz2uuTpTmiEETDMbudDVy7oGr5pIaiNjvFXhQSKEEShPh+iSTTGJZLpVZGqWQSmG1a5HFOHkf4dR9VWKyv7bC9s0eqJRvrq9y5toWRl9juhKxt7zIe3WBz5TzOOEBUAmRNsBWXePfb382tKxeJI/jql8+x181JKeG3T3NzbZ0by2s8/MBf4+Tps9hFibVbqxw7coyKsChLm5WLd/jJD3+E5d0ddGcPLy+YP7DE1rUeV87d4NmnnubihZuMQ8W+fft48Oj9hMGApYVZersdksxgvTMkKTRPfuMZzp27xp3bNwjjLnlakPe2mG0t8PZ3v48re9d47HUPc+joAYK4z+0rF6j6HhvBiOFWl9NHDnLt3DlKrklrX5XRuGBmaont9U0euu8E6ys3KdU92vvaGKam07/JILxNtW1jGRZJmFAv10iChCuXn6azvo3WZaJxwfrKHpfOrZJGEIyHBNGYTKUYjkehDTzp8sDJMyxNzTAeD6m0ynznykvkm5e5snyR1y4eI3BNNjZG3N6+SKXqcPr4UU4fe5zzl18miGO21+/QXlpgbm6JA6fu4/ZOh7e+420M+ltUZZ2mN83Zh97Az/zir/LQw4/zA9//dvY2+hyYnYy0Hzl9ltc89kYee8Prsb0Ww/GA0kKTmfYsB6emObyvzsbKJU4uHsJ1HBJG1JpVLt+4wsc/8fsYpsGZBx5id6fPF5/6M7IoQucBvdVbfOviszz1wpdZW7vIXryJ2VA89NgTlFutV7ok/JXir3Lj+lf52u9xj78YjUASJyGgiaIEx/HQhWavt4vGQAob13HIswzTNBj294jChCwzGYY5XrVB3O0T5hrb8Njc2GavP6TZnEJnYEmXOA4o1UoIbWG5NqYNfslnbX0LhWRqdoru9gZexce0PF7j/DiVko05WEPmYygEqAKJwJImQmvyLEPfdRdWeU6aTtxqTWFQCI3pOKRqsptaKIVpGBQFCGFgWiZaF2hdUAg52YVVExMereUklzxNKbQgjiOicYIoDJJUEScJeR4Qh0OkUmAqsCBRBrPTsxwavxNVQGd3SJZpCgwMp0IYxwRhRL06S7lSQ2qDOIwolUqYSEwk4Shiaf4AQZpCmmJocH2PZJwxHgb09nqMRgG50niuR61UJc9zPNclTVKUFsTJJOKn2+0xHI6JwhCl0kkUUJbg2C7Ts3OMsoBGo4Zf8slVRjgeYRoGscrJ4pRKyWc8HGIYAtszyfPJuHcSxdSqZeIwxLAktmcjJKR5QK4iTEcixWSf2jJNClUwHu2RRglgonJNHKWMhhGFmtw7pRRaT1yv9d1Dh2q5gmc7EyXXNhmMB+hkxDgYUffK5FISxzlRMsS0JJVyiUq5wXA0JFeKJI6wfRfX9fErVaI0ZWp6mixLMIWFZThUay0OHjtJrdak3ZwmjXN8x0NKA79ao95o02i1kIZNnmcYnoVjO/i2g+9ZxNGYiudPdp+ZXOc4GLO2sQ5SUK3WSJKM3b3dSRyTVmRRSH/Uo9vfJYpHpCpGWJpas4lp2690QbjH9xCviuZ1PA4ZDTKUjqmUq2ilcR2LcTCmkB5vfOI9SDMjUyNUNiaMBzz9/NMkuHRzGGeC899+EiteYfqwx+y0pLpk8uB9b+eH3vJmzp17kiCOOf/y57ClRArN/laLP//07+LoKb5z/VmOnW5QK23TLs3w3h/4MEfKi6RWRGC6hH/4X1KOAspKEBcZroQ0iDFsE+E5mFWXqNDsDcZ4vovfbFCaqmNIA1LJoNenUfOplysIYnb31jDMHMe2iMYBea4JBwnjoIcoIItDltdXieMxZb9MkWcEyYDcSIl7OWM5QgiDwgiplW0cyyLsD7n+1G3ai4cJBh2WN15CjCpE9pgPfPDdzM/UsPQOjg44uDTLfG0fu7sDrDTm1vVlWtWcX//VX8TRM7iGwXTDp1o2WWi2ef/f/g/Y6cLDJ2ZZ3OfwC7/wH/GeD7yT//jv/hxf+5Ov8pqzr+f4mZNMTy+hTI1pliiiHkkIlfIsx4+eYntjmzDpMQo67IVbHL7/IaYWZvjCH/8zTs7v5/Ll64ioxIPHzqKzlJXr1zm5dIiebTHMFJv9mHEiGGwVvPid82xsr5DlIb3ONm95y1twcRn3hqyvrEJus3/6ALu9ZRq1eZKky8J0myI1eMMb/zqHj++nWoXZRZ9DR/Zz9OhBTpw+TrlqM1OrsnxnGUWC7TgMegmz0wsYscFCcwErV8yUSzz++h9nY20H3YzZWjnH4UOL3Lq2xdKRQyxfu8rVCzeYml9A2z6nHj6BjBKuXb7O8u1b+HZB1OtSwkTX4YVzz+PbJi89+SQqy7m5dp0fft8HuLm7zb6Dh+n2+hw7vp+t/jpLiw7poExwa5W9KODZ81f42te+QrezTZBs0GxWKfkVLp97iQNTUxw9eJg/+sIfcPnKTRoNwV//0A8z6sXUKjM8+No3UfKm6PUiHnvN2zBTzZc/9Slu37jGxe+8/EqXhXv8W+ReA3uP7yVUrsgzjdYK0zRBawxDoFSOFgbt5ixCaAqdo4scVWT0ensUGKQF5AWMBl1EEWKXJI4DpieoVaeZarcZDruoomA02EZOLJXwLIvdzVUkNoOgR7liYRoJtuEwO7VAyfQoZIESBmrzGoZSmBom81eTJlTIibOvMCfuvlmeYxgGhmVNnjeEAC3IswzbMiYuwxQkaYyQGinFJNdTg8oLlJpk2upCEcYRqsgxDRNdaPIiQ4sClWlykYMQaKGwTDkZR84ygm6I7ZVQeUqYDCA3OSU+xPz8LK5jIkmROsf3HFxzYoIki4IwCLFNzfL1q0hsDCFwLAPTlLiWzdziQZIUamUHz5McO3qYubkZjhw6THenQ63WolwtTw4bxCSPFpVRKDBNl3K5QhInqCIlVympSvCrNWzXYXt7nYo72UVFGdTKNSgKoiCg7JXIpCTXkOSKXEGeaAaD4cRPRCuyNKE91cbAQKUZcRhBIfEcjzQNsUyXopi4R+tC0GovUCp7mCa4voFf8iiXfSqVMoYlcSyTMArRFEgpybICx/EQxV0VvdA4hkmzuUgcJ2ArkmhIyfcIgwS/5BMGY8ajAMd1QRpU6mWEKghGAWEYYgiNylIMBJjQH/Yxmv4CpAAAIABJREFUpGDY7aK1JowDZubmCNIE1y+RpRnlskuSxXiepMhNVBiRKUVvOKbb6ZAlCXkRY1mTGKDxcIjv2JT9ElvbG4zGAbYtmJ+fIc8KLNOhWm9jGjZZpmjWppEaOpubRMGY0eCej8Y9/t9DaK1f6Wvgb/7Mf6ZdxwZtT9zsSjZ7e3u4rsvU9CxRGHLr+kWmputo0ycpwCxMtvs5rWaTne4NSuY0J8/sQxU5tglhMCDLGuhszHDQodmYxqv5NKo+o1BhGwUzrSWefPIb1BtVUt+kv7LD3LFZ+vGIxbk2xs408XO/wqzeY5ynJIaJb7uM0ghdCGzHoxCKcr2BX6owGA3xyyVAMkxH2KUyIjbZ3L7OfKPNpcs3OLB4nHLFJYnSSdC3yNh3aInRMKEoUoo0o1A5cZ6isQhGY6CgVHHYXt9hsxtTq8Kh46+hp23qlTKW6VMu2+zuDpipZLz8ja/w+Ht/hdtOztbFOzTmp7BlCdcLWd8ccftOD0OOed33v5lxb49mu8Sd27ucOHGEm7cus7j/CMPhkDTLSJIel1/e5fixBWpelbDIOXrqBC9/61lSGbC0cIDeYMTc9Ay7vSEto4xbdhBTDuH2LnWvSRyN8N06ea7YG4w488BxXnjhaW7dWuHQseOUPJ+ZpUW2tla58J015ucX2eus0W5XeOnCt3lw6UG2httkMiNOR7zl8TfxzDe+A0WE9FL+d/beM9iy7L7u++2zTz43vfty7u7Xr9NMT8bMIAwHGRASQQIESVCCGEW5rGBKlqkSzZJKlouSbFEqleWyJZqUyxQhYEASIAAJhEAQBIgwwGBiz0zn8LpfvjmcuM/e/nCbcKks26SLAhrgrM/3w92h/ues8/+vtWaml9CFIKz6zEw3QQl63QIZSMqkRb8vuGvzFCLQNKZ9XnrhImur62xv77G+uoTtKvIyZn5qgeFBhwyDweLo0WMMh32kLXGcFMebIktLuodDqqFF4NvkaR9lh7heyeLMEba391ndPMKFCxcwacZD997LrW5Of2+HesNlbm0eXfgUhWHrxhavf+dj/ObHnsC1bZ555imOLq6xsLRIYQqC6hR3b97LjetXGY9SNk5t8plPPsXpe47wA297CBFaBG5IPZjl1OYZjizW+ZEP/RBObQE/8vEcn8PdQ1772L1k3ZJbvQNm1lax+21qcz7PX9pnY+0oPoKre9vcvD7g6tXzfOCHf4RWq8/po/U7ytteCPGdL1b/CXyvEL9XRk6/N/AnuY9/GmdujLmj6gTAyrETRloWYFEqhZQWeVEgLQvX8yjLSWKB5zoYS6INCCPIlMF1XLJ8jG25VKrB5GkgoFQFxjgYXaJUhuN4SEfi2BJVTn7juQHtdgfHsdFSoOIcr+JRaEXgudyT/Thl7xK+yVHGoMUk/1TpP3JFtjCA7ThIaVOoAmlPLIGVVljSBi1IszG+4zIajQmCCrZtocuJY7JBE0QhqignQ8Raf8u86I/2AwzStsjSnCwvsW0IKw0KLBzbxhISKQV5rvBszaDTYmrhNIk0pIOEC/5vYgmJJUvSVBEnBUKUTDVnbkfjSJI4p1KJGMcjgiBCqQKtDVoXjAYZlYqPbTmUaKJqlUGvixaK0A8pCjWJ0Skm+k5LSvAsyizDsVy0VkjLwZiJhrNWr9DrdYjjhDCKkFLiBSFZljDsJ3h+QJGnuK7NYNinFtTIVDZReBrF7NQMnU4fTImQGtf1MRqkLXFdBwyowjARQ+cUBVSjCkhwXIvhYEwYBCRpRhj4CKHRlHiOj8py9O17GYaTfRBCICyNZTno0lDkCikFUgp0WWCExLIMvheSJBlBJWQ0GkGpadRrJLlGZSm2Y+EFHsZMoomSJGF6bprd3R0sIej3e4R+gOf7GGOwbIdapUYcx5Sq5JHKz3Cw36NaC/nG174IEqQlsS2PSqVC6Dksry4hbI+X5EewLEmeZjSn6+jCkBQZbhBgFTm2JxmMM6IgxALiLCWJC8bxiOWlZfK84POf+/d3VK24U98p4M6sq3cS7ojO63hcUpQJQhiiikWSJKysrGDbNoYU21asrR+nEs5x4YWrzNfnKbMhK8shjnfAiePraDFCpzPY5SL7N8Hks9TqDsKaZGxZQhM5NT77u5/kyktb9Np7XL5ygaLMaXUOWG94yESispKz2Tpi1+dW+8McqcNo0Ge5Ns0sNnFvQOC4RI5FmQwo84R8nGCKlCgMSWNFnCRYeUmZleRJjOdHDEcxx0+fJNcdOoMtxulN6tMus7Mz7N3aRloWhYZUlYzzDJ1rjCmRrsD17YlNexaQSXCKKnt7B+gkp7t/SDEaI5SNHsVcvrBNd1TlpT/4BZqpwVlcRVgltqu4ePk63d4YWQ75c697N5/7xOe5duMKo9hBGZtcSxYWN7l5YwtX2jgIvGCWH/0L76PQHsOiz/qxozz/zWe5a/U4959+O45aZGX+Xraux0w7ASZscHHnCvF1A3qV3YOCgpAvPPlFnr/0EsK1eOK3Psbm5nHmF+ZZXlhge2cXozRoycrGPMur01hScGtnm+WFBc7HbVbvPglacnb5Xi5e3+b4vcdZPnWEY6fuQUif8SjBtz12b92k2z/A80FnI6rhAm940yOM0zbjYcrTX7/EOB6wtNxgML5OKfq02y0un9vjqWeeJtea9Y3jSOETBhG2Z7G+cZSNzVczP79Aox5Sq/e46+EHGScZm6fuotqcplI7xuWta4yzQ9r7u5w8vsGRoytc3b7KcHABbQ05f/4iLz53jus3nuPCpa9z74Ob/E//6JdgnKCHOW941ZtRxZjXPPw6VhfnWV1cZrfVwzhw4sQm3/jqF5iaG/Erv/KraLPIXPMooV1le+86l7df5HNf/l2e+Pi/RfqG02fO8MzTX6dSsTl/8TwvdfbZv/k8xdWXKSvT/MLf/iVedeo0zdBH+B6+mGc83OdNb3qUP/zDj1OJht/psvBdge8V4grfW2t5Bf/f+F7+WFGWBm1KAKQtKHVJ4E+cckEjhCEIIqTtMRrEeI6H0YrAl1hWRiUKMExiXSzjkSWAcbEdCyHMhHwAtrA5PNgnHiYUeTpx2zWaPM8IHQuhBUYbamXA2ezPkxTbhDYopfAdBxdBWSikZSEFmFJhdPmtMUwp5W1SqhHa/F8jwJZElSVRpYI2BblKUDrBdgWeN9HgCiEmHVhjKLUGPcm0FRZY1oTsilJSCrCMTZZlUGqKLEMrhTAWRpWMRymFshm1z+OUYPkBZ8WPICzDeJxQFCXCKOaa8xzutYiTMaqcjMhqBL4fkSYxlhBYgCVdllcW0UaiTEEYhgx6fapBRL0yhzA+vlcjiUtcYWGkwygdU8YGTECWT3rVrW6bwXgIFuzs7hBFEZ7n4Xv+pINpDBiBH03chIWANE3xPY9RmRNUJ7rnml9jFCdEtQi/EhJWanBbByyFRZYmE52vBWiFlB4zM1OUOqdUJf3umLIs8HwHpWIMBXmRMx5k9Po9tIEgihBIpJQISxBEIVE0hed5OI7EdgpqU3XKUlOpVLFdF9uJGMcxpc7Js5RKFBGGPuMkRqkRRihGozHDwZAk7jMa96jVI65dvgRliVGamcYsRpc0G00C3yPwfdK8AAGVSkSv28L1FDe2tjB4eE6IFDZpFjNOhhx2DtjZ3eZF68NUq1UG/S62bTEaDRnmGVkywMRDjO3y8suXaFQqONICy8LCQ6mM2Zkp2p09pHzFbfgV/OnhjiCvYaVkb2+PalORGs3a2jJJkmI06FLT7g0xONQbc6yf3qQ202R+dYHqzAxb13q8fO4GeZGTjS+jih18P2F35xLtgx1832NxbZXC1/jBkFe/5s9xOLxMv2t49vnnWFmfp1Kvs9u1OHpymun5ObrN6+x95Gd47PAlQrlHtT5LNx8iaxHz1TqpsfBcH0trmpU6jifJMxuVaHTap719k17co0xS0iwmzXLqtWlG4yGWXcGTNQJvltFgomuRCFrdDnl7gIODUQJdgk5SsiQGDXs393lup01oNB3XY2WhSZ7HSEszSobs7B6Q9Ht89g+e5eXdLp962qP/h/+Iu0RI6M/hhx7jHly9tsfjb3oXtmcRRQGZ8sjLFsPDQ849eQ70gPnVI8QKjOuRDbv84ee/yNETiywcPcZg3KFSCfnqtfMcdK6xtXueRPdpzi8y1g6DZIvQa9IaX2F3+2k67Sv0+yPWjx4ldKt4RvL4I69ha+cAY2xuXrvJqdXjfPPJL+ELyf6VG3T3WpNQcTvCcxtMlQGjgzaOXXB97yLjpMv1i1uM+0NuXblA3TF4dkm31WJ2apZqtcp43KUou9y4+TUO9g5x/YCD7g4LyxFhZHHtxnXe/da/iDARL774MlM1l87uxBDh6tWrPPzaB+knI6SscOPqLb74+S+ijeHZ56+jLYfB1cssHV9HS5uDG7coxj2qjQa1qXmEkOzs7BKPE4q0IMs94kzQnJlndmaOtSNHePvb383e3iHvfOcPsLt/gF9xWDk+z7HN+wmqgkG/YDA6ZHMp5MbFbba3tlmYW+LMg2t8+qMfpTEH01MBp09s8ObHXs/P/42f59FH38j9px9mbeYYly+c493veh8WFdIs55u/+0UefPyN/PrHfwedtPnL/+Vfw9x+lpx//gZR1MarhCjhsrR6Dwfd/DtbFO5wvJ6/9z1J9r5X1/UK/mxBSkOWZdiuRhtDEPjfcuU1xlAUCrBwbJewEmG7Ll7gY7suSVwwGiZorSnVGK1TpFWSpmPyLMWyLPwgwEiDJRVTzTkyNUYVMBgM8AMP23FIC0FYcXjA+3FOuu8l236O6WyIFBm241JohbAlnm1TGjEZjTXg2jbCEpjb0SumLMjThKJUE5dgXVJqg2O7qFIhhETiIC2XUhmMmeTc5kWBzgssrNvrBlNOiDFAmmYMshzbQC4sAm+SrypgknmbZWhVcNgeMMwK9voWRecSVSTS8rhX/hinix9lHGdMz8xjWQJbWmgt0SZH5TnD7hCMwgtCSgNYFloVdFodwoqHH4YU5URv3I2H5EVMkg4pUbiej8JClQlSOuRlTJb2yfMYVSjCMERaNhaC6UaTJM0wCJI4oRJE9LptLCHIxglFmoMQCCGxLAfHSFSWYwlNnI4odUE8jimVIo1HOAIsYSbZuo6HbU8MrLQpSJIuWZZhWZKsSPGCSZc6TmLm51YByXA4wrEtirQAIB6PaTTrFLfPK4lT2q02BugPYgwWxXiMHwUYYZHFKVoV2I6D7XgIBGmaUpb69h2QlFrguh6u6xGEIXNz82RZzvz8ImmWI20LP/IIK3WkLSgKjVI5kSdJxglJkuJ5PpV6wMHODo4LjiOpRBGz09NsbhxnamqGerVB4IWMR0Pm55cASakN/cM2jekZbu3uY8qcI0eOTozGgNEgQcocacuJ2WpQIyvu2CbnK/guxB1BXnvtHp6scWsvpW7ZfPjDH2d+eYrmdIhFBGJMqQs64wPuPXmKYecGz37jGZ7/0lcoRh181/C13/8PfP3rz/PFL36WNEl46MGHCWozFK4kH/RBS3ZvjmkftHjda99J0Jzj7L3LHDu5iSyGLK5O0ekOOdj+LOv/yz9hc3WeUZYxzqrUmwF5VlBSMgpK6kJjBw6iErDT2eNgZ4/WwQ163RatzhiDD4nLrVtb9EZjioEi88aURYRlbNRtt7dKVEFYEtf3qdkSWZ2iN+6BUOhccWt/m9B1SIZDahWfyM6ZW9/k+tV9Wj1FgCYedgmigDxt4Uw36JYw0A6hM4TZu6nqv89K0GV/EFNGDZYbizz5wjf42stfYfHkBoaY9r5meq5BY9nh+Rdu8NxTzzHY79HrDOgNcm4dXuZzn/4UbtHnM098knpzlhl/hssXXmZuaZr2zhbTYU631We2ugCZZn39FF44zUOveg2FTohqU8yuzHLz4BZ73QGicLn/wQeZmV1iaI1ZWjzJbqvNmbNn2Nq+iBSSI+tztLtd1hcDfEvg24tUmuvMN5aYCuvMBDOoZEgRTRM0pzl99jRf+cYzvHz+JVY31ugnAzY2HqRzsENS9Hn8obfxxS98gd7egP2bW/zrj/wyYRixurhEoSSn7zpNfaqOI0J+71O/Q9xr4VdtkIb1lRnGwxFx62Xe8dYP0sYnGwzpdQcsrU+zsr7G0tws09NNxsmQZrNGuz8Cu8r6TJ3lpYhXv+4so/giqgj4rY//Gi8+9zy6hHseOsuDj76B3/rox3GrHucuXac9PECpMc9cepF3ff/jnDqzyLlnv4qXNdFeRqUKwqSsL0/zQx98H9fOX+DRh+/hgz/+IdJywOzSBsO4jeMYjq7P8Za3P8bnPvYJ/sbP/y08WcF2AwZZytaNGxw/NYcXrvDo/WdZnK2wd+UW55+58J0uC3csXiF3r+AV3Nko8gJL2KSpxhGC7e09PN/BdSUCG0SJQZOXObVKBZXHDHp9Bu0uuiywLEO3fUivN6DdPpwkCdSnkLaLtgRaKTCCNCkpspzp5jzS8ajWfKJKhNAK33c4mX+APD0kvH6FKPBQWlNqifNHkS8YlARHGIQUCNsizTPyNCPLEoo8Jy9KwIJSkCQJhZp01bSlMFoiEOjbrEHKiS7Wkha2AGG7FKoADGhDmqVIazI67EgLKTRuGBHHGXlhkBhKlWPZEl3mCNehMKCMhbQUuDVsLuDLgkyVGOkQOB69YY/usINXiYCSIjM4roPjCwbDmH5vgMoURaEolCbJx7T29xFacbCzj+O4uJbLeDTC812KNMGRmiIvcG0PSgiDCpZ0aTSm0Ewcol3fJc1SsqIAbVGv12+TXoXvV8jynGqtSpyOEQjC0CMvCkJfTjrBwke6IZ7j40oHV7roUqFtF+k4VGoVur0+o9GQIAxQWhFFDYosozSK6cYc7VabIlNkScLN7StIaRN4PsYIKtUqtjMZw27t71MWOZZtAWYSXaMUZT5ifm6ZHIlWiqIo8EOHIAzwPBfXdVClwnVs8kKBsAldG9+XTDWrlOUIoyW7uzcZDgZgoFavUp+aYXdnD8u2GIxjijLDGMVgPGR+YYZqxWfY72JpF2NNRscFJWHgsrS8SDwa05yqsby6SmkUrh+iyhxLQBi6zM41OdzdY+P4BpawEZak0JokSYiqLlL6TNVreJ5NNk4Y9UffwYrwCr7XcEdoXl/7zh8zM7Nz2IFPzZeoXosrrR4vXz5gygk5ed8SnYOUOBmhlOb4kVdz8q4qTz15mcpUlf2DXY4fX+XZz32eR976FoKZaa6++FXOPPh6WpcuMb2xQjZOka6DkA7tTpu5mSZzcplf+K//PH/17/1TTL+DmlFsfPiXuLXqUhvB6uYq/WGPqaDC9avXqYR1Bp0UFdjkaHAkU9NNup0RjuPR6wwIK1VEzWZvexfLEiB8RqMxx+87Thm7lHpIkU90EbV6g2GaIA2MhvGEtCqJZQzdgxtE9SlaBwdU69O0230aSyf40pPnOHFqnarnk2WaRjMiKwV2YHHs+Cl++Z//OlGzyUm35Oxd8zx09xRUHA6tx+iWK3z+6edYqCjG+TRr0wU7KZRZwdL8LLYHrlvl1t51ZipNmkt38dTXPkMUeCzMrWJ0yvb2FeZmGzRmZ3G1x40b15iZmSWoVMkNXLuyy9ySjc5DFhdmAMPs7DSD4YBe+5Dl5SWSPOdgb5tGbQldHuD4swyLnK2tA46tLSCMRAB7ewfkWUYlMpy/cJ6z9zzM9HyNZ595nnpU5f0/+B4+/cRvs755D9v7V1E6o9Gcoiqnae/3SMs9ZqZcjh07yQvXrjE/10AlY1QcEGdDllZWEdpmfX2Fl158mSIZsLi4yNGj67zw4tcZxBZuMM2Xv/x5fuCt72b2qE89Wucjn3yCH33vj1ILBYcHLRwXblzd51WP3Mu5c89z1z33c/HSJRzLYaoxw+7uFY4eO861Sze5culJjh+9Fy3g6LENenEf4VhcubbN29/2dpJuB8dX7O3s4dkrBK5ku3WFYdbiLW9/O9eudXjzq99C3h8zf3yV1XmH9c2jPHj3ayiKMXefPY1l1bi19zy1+jFy1eLI4iZLS4uIXFJQoMshaxv3s727x0xjClv6fObTv83FKy9y6vS9yGqD0TjhQz/4jjtKc/Gd1qf8WSOt38tjpX+cs/xuXf8f957+aa3vTtRmNedXjOt6CGnhSIEucuK8YDjOcIUkqvsUmZ5oRA1E4RRR1abfHSMdmyxPiaKAwWGLxuws0nWJhx2qjRmy0Rg38tGlnowhC2vSoXMdPBFw/qWnefeJfwCqwLiGcPsSaWBhKwgin0IpHClJ4gQpbVSuMfI2AbUEjuNSFApLWBSFmmhebUGWpkwCWSexN1EtwpQWBoXWk3xXx3ZQt7unSpWAwRiBMIYiT5C2Q57n2LZDniscP6LTG04Mh6wJoXYciTYCISGMqly9dmtC5CxDterRqDpgW+Q0KQho9QZctP8NpXYJXEOqwZQa33MRkslHhCzBtR0cv0q/e4C0LDwvAKNJ0zGu5+C4LpaRJMkY1/WwbBtjII5TXF+AlnieB0xyX4tSUeQZgT/pqmdZimP7YDKEnHwoSJLbGlQmVzRLs8le2YbRaEStNoXr2fT7Axxps7i4wP7OLmGlRprFaKN5wPkQtnDJswJtUlzXIgwrDOIYz3MwZcnz5UcotcL3AwSCIAgYDoeYUuH5PmEYMBz2KMrJ2HSn02Jxdh43lDgyYHt/h+WFZRwpyLLJiHIcZzSmagwHA6q1+u3s28n9yNJJakU8ThiPu0RhDcNtTW1ZgCUYxylzs3MTwiwNWZphCR/LEqT5GKVz3jj314njgq9+6atoVeKFAYEnCCohjWoTbRTVapVz4gnSbIBth2iTE3oVfN8DIybxTEYRhDXSLMN1HASSw4NdRuMhlUoNYTuosuSZbzx5R9WKqlgyD/Gz3+m/8X/DU/yvDM3OHbVXdxruCPL6uvf8BbO2tkZZFnTiEZ2xRXLzRWpOwPVhlfe8/3F2rx9yY+sG6wsRaZ7QbXVYXq3QaqdkaYawDJt3PcRgf4ci7XPvI2/G8uvE24f48zVUEpMMErZvbdNqH/C6t34fTNusZDYvJop60WH8T/4rTj+4jnZCxt0WC+sLjNOYNE8wGBzh0Tss0L6kwIA9yexyvQClDKo05HmJ44ccDtvUmgtcv7xDNQxYPnmEwHOx84w8L2g06sTpCI2ZPJxKiNMOUnoMewNskzJOcurVKsOsoJ8rLm5lBFGDteUput0W9UqTwowIowC7MkezMc///hufQAiPD7zpdQgvpTbeZW2hxJk5ytPOG+leHDO1VlIMDZe6ffwyozkzQ3NmltFoTKffJi8ijh9Z5WB0nnp1jrjbI0+gWg+oVaZYml3m4tXLVKrQbnUwFpSWYKmyjKLHuG/RnLcZJyWHrRZTjQabxzcY9UcUTPLkpJeRxDaj3lVml85QJmOGQ0W/t49hTLWyxurqEoeHbXbbXTaPrbN16xDfNzhKsb+zw5Ejq8ytrrF7a5tub59Rt8t9Z95MPPosJ4+t8/3v+El+5+ufZjmyWFhao0xX+Ninfp2D/Zxm0yEKZ1lcmafdHZPmKbZn85Y3vYsXnn8a35vlwuWLHLS2ufvM/WRpD8/J6Y49CmJ+9L0/wOHuNRr1KbIixrZ8knRA4Lt0hwmDTo8wCLly4xpT1RrSFoRRhCiH5MMSKaa4uX+BoyeWmJ2aJ1U57X7MysoCnVaGsCwc13Dt5hVWmysUScLd9z/A3/37/wOf/dwTpFlOWSpqToOzD2ywtlDlrntfxcraA6wfOcKgc4355Xn6/YLW7mVqUzNM12Y4d+EFzmysob1pKvUapijIlSHLOxxdf5jPfvZ3kCIkrFd4x5tec0cVz+8kef2zRlz/CN+tBO7/DX/Ss/xu2oNvN3GFO5S8LqyYMAgn+tNSUZSCMhliC0msbBaWpsnijDhJCD1JaTRFnuP7NnlRoks90QVWGxRZiikLalOzCGlTJjmWZ2N0SVlo0jQhz3Oas9PgCl6lP8iwNDgmR115kWo9wFiSssjxAo9SlxMNKgYLiyI3GGtCAhCCQimEJTFmMgI8yayVZCrHcXzicYotLfzKJMZEGI3WGsdxbhs2cduVGEpdIMQkZ1RQUt6OeFHaUGjNONFY0iHwHYoix7FdNBOHY8v2cGyPm9t7gMXybBOsErvMCDyD5Yb0xQz5uMQNDM+r32BUKKTROK6L67ooVVKoHK0lURiQqRGO7VEWBVqDbUts28F3fUbxGNuGPJ+M2hoBvu1jKFCFwPXE7XesHMdxiKKIslBozLcMkMrSQqkxnle9baylKYoMKLHtgMD3yfKcLC+IookZkmWBZQxZmhKGAW4wicwpioxTxfuoV2cp1SGVKGBhbo293j6+FPh+gNEBO/u3yDON4whelr+FF3gUuaI0k48bszPzDAd9LMtlNB6T5wnVah2tFZbQFKWFpmR5YYE8jXGciSGVEJJSK6QlKJSmKAqkJYmTGMe2EWLSaQeFVgaBQ5qNCCMf1/XQWpOrEt/3KfIShJiQ4mSM7wTcpT9ArV7nwoUrHLR20KXGYLCFQ60eEvg21VqDy8G/IwhDVB7j+R5KGfJ0jO24uI7LYDSgGgYY6X7L2VtrgzYFYdDg8HAfkEhH8uRX/vCOqhWvkNfvXtwRY8N+JeTK1nXGvQ5RzWXRHXPszFnco/fzyGNvYOvaRaqOou4p+pkhDFeQnkuaLVBrLDPoCx56+D1cu/wSYW2JY3c/wLWL5yjyLv6xBu2b17l8/mmutC6T2DFHHzjJk1/7Bv/yv/i7fPVKifeVJyj+51+kvhKwa0HWOkCRM4iHRNUmbrWBU6vQLodkVUV3NKa8XTCnanWE1qRZhgw8xmVBnI+oN0KKwZCgMUVzaYZr169QiRRJkTDKY1qjDpZvo4UgyzWtbg8yh3GvjyQnH2t6hym9gz5Li/NEdZ/OKKPaqNFuHVAoh3ZrjO9WkLY9gUAwAAAgAElEQVRHFndptW6yujDD/MwcuryOiRMGw4zr+1X2Otvcs/Ur+P7X2NodcLV7kbm6B75PVox56eVzCCFZXZnlzD3zjJN9jK4RhhGuZdPrtLCsif7k3NWvs7gccP7Cy5w4dZLxKEXFDnujbdzqAnbdpze08PwIL4wYjlKef+5FevEh42zIYNyn347pHmwRWXOUoyGjLKE+E6CFxezMSZIk4emnn2YY73JsscHuzYvMBDYNVzK9PMXxMxsMs5jf/+znUHGL89cuc/qhB/i9r/0aH/zAX+Qnf+KneOv73sTrN4+z/+w2z33pBV46968JvOuUeYtB74DtrZf4D7/7MZbmpzl2bJOjRxf55G9/ApXlPPX0lzi+sczs1BwXXvomYzOivTfmve99Aw+eOcY//2f/jDzLyJIcUwou37jE0soSpRZ4rkfgO4x6bRqVAMcas7Y8z8WXrtCcP4Gz6LFw9wLufMYg0ySZ5MyJ0zzyqldDHrC5Mc94uEutUuWH3/keVlZXqDSnGGdDfvtj/57V6Q1qdsSRhTVe98i99HdbpLs5oawyjPfY7myRoblxYQjjHhV3nlZLkJeGSm0W1BxRY5p0XDBdm0Ypw8sv7vM//tOfY21+mgoZdtL/TpeFOwZ/VokrfO9pYP//rOW7ZQ++G/7jtwvSlhNjm6LAti08qySs1rDCOlPT0yTxCNsyOJah0CClj7AstPaw7QClBI3GAvF4iLR9wlqdeDxE6wIrcsjThPGwzzgfU4qSsF6h2+1Se/4BumOD1d1BX7+A41ukAnSeYdCoUiFtF8u2sWyb3Ci0bSZ6VgAhJsQEg9YaIS1Koym1mnRElUI6kzzZOB4jbXObDJfkKkfIyfuuNoa8KEALyqKYDBYrQ5FrikzhexOn5FxpbMemyHOMschzhRQ2QliUZU6eJwSei+e6GBNDqVFKk2ST7nQt2UJaXZJUcax4Dw/ZPzbRtRrFcDQEIfB9l0rNQ5WTLFQpJUIIijwHAcaUDOIevi8ZjUZUKhGqLDGlIFMpQnoIx6JQAktOnIeVKhkMBhRlRqkVqlQURUmRx9h4mFKhdIntSkDguhXKsqTf76PKjNCf5Ji6UuBYAtd3iKohSpe0Dw/RZcaR+D1UGw1a3ZssL6+ytrrGV5/6KjNRRDZI6XcGDAdbSCvG6BxV5BxP3sXCweP4nksUTgyW9nf30FrT63eIIh/X8RgN+yijyDPFwsIMjUrItatX0VrfJpGCcTLG9yfjx5ZlIS1BqXIcW2KJksD3GI3GuF6E5Vn4VQ/haQoNpRZUKlUajSYYiyjyKFWKLW2W5hd4VfAT2M5kHHl3d5/ACbEtSegFNKdqFFmOTjVS2KgyI80TNIZkrKAskJZHnk/umW27YDxs20WXBtd2MQaGw4wrV18k8BxsNFb5imHTK/jTwx3ReX347T9pHMthrxXz0Hvu4/BcyrF7Vnjyc5/h6NocjeocKvS5ceMyypQcXzpGScaV889huYI88/DcOkfXTtHr73NkI6BanWaUBsw0Q14+92WO3XWcXlfz0X/5BGfuu4eN1ZxW3mDqV3+ZjdcdpTblo7KY5vQ8jk7oDvqsLW1w0G1RElPkMb0kJYpmaLV6ZEojPYc0jW8TtIQgqIEU3Do8JAoapEWBbVc56O1weGh40zvOogYGyx4jPY90NKAoSlAGx64R6hLjQ57GxIXgcL9N6CrqlYjV+Q1a2Rad9j7t3galb1HNM+zIQ877CHtA1ldYoU+QGTbnGyRJi0ptlnSQYM9VGKZD/J0YmQwJpgI+lp7Ek8cZupq7VpbwA4nqjxkVCqUVtnCoNj2G/RyjXRrNGaLQpori95/8PGfOnOXazg4zzRkWV46TuX32tzoszzVJxwUz0zO8dO48B3t7LC7MoYwLso/t+MxWK0RTddTYQ0lFMuqiSkF9qsGFi1c5uXGUr3z+D1g+scDi7Aw3Ll7hHW9/FxevXaM7jKnXIzrtNmXf5WryAm+7/838zA/NUmlootpb+fBv/Cp/6a/+Y37uB9/D3/xv/xq/9n/8GxaP+kxNz3D07k2e2d7nh9/4Fn7hr/9jXn761/jb//2v0t6JefnaFTbvOc3HPvUUyaDPyc17iMeGg8MtVleXOXVmk6Wldc5fOkfejfn+976G/W2Ft+hxeHULpywZ55L5mTl8V9EZdnjd46/lw7/5UU6u3o3dXOBg95D779tk92ALkWb0+wMCz+bUydOMhkO0ACk9fKfCQe8mf/CFLzG3cIKPfPjX+Xef/LdMNWusr68z0/TYOHoX0mqyv3fA2975WrxqAJamUBU2jk1h8kOsRNIZV7CsDgurZ0h7YwZJQXNqGSdKSdpXSUXGfGODnfYBybigtd/ip3/6J++oL3/f7s7rK2TgP8Z3UwfyP4U/7fO80/bj2x2R80e4EzuvU3NrRghBlpc05utkQ01U8+keHhAGk46ikRZxMsZgiPwIQ8l4OEBYoLXEsmzCoEJRZISRxLZdlJa4jmQ07BBWI4rCsHNjh9fUfpYw0OTawdm6SjQdYjsWRpe4joegpFCKwAvJihzDxE24KDVSuuR5gTbmNoEuv0XQpHRAQJLlSOlMCK1lkxcpWQYz81WMAiEmGbGlUpjb7kxCOEhjQE4yZEsDeZYjhcG2JYEXkeuEIs/Iiwgjwb5NmIUnwSrQhUFIidSGyHMoyxzbdimVxvIkqlRYaYnQCulIdsoKloh41voNqsFkRNWoEqUnXT2Bhe1aqEKDsXBcFykFNoZ2t0WlWiNOU1zHxQ8itFWQJQW+O4mUcV2X4WBElk1cgw0WiGLiHWJLbMdBKwsjDGVZYAw4jsNoNKYShXRabfzIx/dc4tGY+bl5RnFMoUocR5LnBaYQbOh3MVufZX3RxXYM0plj+9YWz527zLGFBTZOHOXmrVt4ocR1XcJqRD/NWJqZ5fy5ywz7N9k8dR95WjKKx1ytfYrd/R6lKqhENcoSsiwhCHwq1QjfDxmNBuiiZGGxSZYYLN8ijxOEMbc/irtYlqFQBc3pJtu721SCGsLxyNKcej0iyxLQt7u00qISVSZ3QoAQFpawyYuExfbb8LyI7e1bHOzv4Dj2pOvsWIRhFSFcsjRjbr7Ji/ZHQRiMsQlDB3SOKCEvbYQo8PwKWpUUpcF1fIQs0UVMicZzQtI8R5eaPMt59tln76ha8Urn9bsXdwR5fdtP/B1z6/qLPPrQm9nqdhgWMW+8Z50XnooJlhSb9QWeufgUVa9O4Xm4RUknbtMIQwajGoMk4dHHjiGUYDy6wa1rCceOnWB2zmH31g6D/R06w5StjuE13/cgO9eeJqpENH//V5BNiwWmqR6p0qxMY6TElyMOBy3KIsGP6tS9KS6/9DIy9FG2SzYoafcH2KGLH3hsbx8SVSP2DrrMzExj1+r0uiO0EBTCZhTvE/pzhMEc9XqPqLJEXhxghoJ27xCdlzSmZynDgsCusv38ReZmfCpTNWToICsRg1Thucvga5KDFjU3gWoDKcFXilEhERrysqDiBuRqSFDxKDIHlQ8o44RaVCWcXSSLdvEO65jWFrvzb2DqwccYfXOX0elF9l68ws7+Nivrixy2W0RZHb8qOXXXJl/92pfxPYOOGtRFBZWklK6g3+7SWJhF7uywdvwk/azL4Sjhnrvu57DTxpMuo8GQuFD4gUVhoHttm7MP388LT3+Tex+9n3arixdU6ba7CAS9boe56VkcF/p5zOHODo3pKZaPHUUqi27rkPnmDGoUc+y+DeKvfpJnv/yb/Ozf+UV+9Zf+Be//b/4Wr333I3z9qatw7SmiZpNEz3P92kVCk3C0vs7TX77E5g+c5OGzP8Vf+ZvvIst9irjJuWe/xuPvfT+r6ydodw+p1lz8SoMydxFaMTNfZ2GxDrnLpfPP8NAD9+Frm2e3z7O0sIqwbdaOb5DHkPYSjh+LKEtFntk4vsMTH/3fmG7M8vrH3sTlvQMW52fJh2NqYUSnM2Bqts7S0ipZUrBz0GG3e4vRIOWnP/STxKMhC3N1qpUGS82II8c3eOzxR9nevsZDD7+Z5uxJmjNTfOWLTyBFHaVcTtxzAhdJQEY3HXL3Pfdx/qWLWJamPjvH/tYeUbVJa/s8h8NbLC/dxVRjlrP3nLqjiue3k7y+Qlz/n3GnkbY/Lv5znemdsB/fKeIKdyZ5nVvbNEk8ZKoxS1LkKF0yUwsZ9kos31BxPPqjHrbloC0LyxjyMseREqVslNZMNcPJ6K1KSOKSKKzgehPXV5Wlt42H4Pum/zJpPMkDd1tbCEfg4WCHNo7tTsY1hSIvcozRSGljWw7j0QghLYyw0GqSVyqkhZQWSZph2zZpVuC5DsJ2KAqFQWCEQJUZ0vKQ0sWxC6Tto3UOCnKVgQbbdUHqieZ0MMZzLaTj3DaGup1Na/kgocxyHKsE20EIsLRBGRBm0l2TlsQYhWVbmFJgjMKUJba0ka6PtlOszIE8IfVmcBpNyl7GM9XfIhuOSbOUIJiM7NraxrIFlWpEt9uZRNDYDjY2piwxlkDlOY7nQZYSRhWKsiAvS2rVOlmeY4kJUS+14bZJM3mcUmvUGfR71Kfq5HmBJW2K22PIRVHguZPIHGVK8jTFdhyCKEQYQZ7neI6LUSWP1H+KsrtPv7PLkc0TbF26xuLx4zTnG/R6McQ9pOuijUccj5BoQieg3xkTLVRo1NZ44cUn0drClC6DQZeZhUUuB58kLzJs28KyHYy2EBhcz8bzHNAW41GfRr2GhcUgHeJ5AUIIgiiapFAUJVFoY9Do0kJIwe7OFo7jMtOcZZxleJ6HUQpb2uR5ges5eH6ALjWb2ftJi4RSaZ595llKpfA9G1s6eK5NGIVMT0+RpDG3Gp/DcSu4nkOnvYPAwRhBVKtgIZBoilJRrdUYjcaAwfE8sjib6KvTEblK8P0qjuPxhS98/o6qFa+Q1+9e3BHk9fve/5eMUn06h32WT7war7nA8pzi1te3WTw5Rahz9vt9Wnsdjpx9FB13sdwST9hsbR/SmFpiHLeR2DSiJoYW27vX8OeOsTg9S0UKekrTPbxK9+sXOPK+h8n+xT9kfs2w6G3iT2u0cOn391i76yTj3h7qVkal4tEbt1g5eYLO/j7tTpfU2AjL43DvkCCqIBzJqMioRFWGo5SoVmOYK0wJpYBYFQgJu/sdbm4VvOM96xDPEFUK4nZMvz9A64zZ5RnoxGzt7XPvA/dySJcsC6mHVURpUXUjpG9h8l2c6jE65pCgO0YkBZltcANFYSwq9RkODrtMR1UcX5AlQ+RIM3YMIvSYLWzKQJIpw8bCJkk85vd6Cbu9kIXpNdJLu9SOrdJsVFCmRAUJ45FgNFTs7nXY2kk42vSZWqmjTc7C4goSyTe/8U3Ovv2t9La2OXtkCVvbpFKDbTjY36dz2EZKl1pQ4XB3m+OnN9hvDZlr+PTSmHErIZyusb+zhy9LTt1zL/ujEfYAFmZCQtfh/PmX2O30eeDVD1EJA+bmZun2Ozz+2Ov5xZ/7EJ/8zOf41D/8AN7d7+bGl57F2CEzyy22uiUf/OG/wr/6V79CFCScObLE9F2bXLkIpzdm+fyT53hw1WNtZYWhFBx2KkyvLfPSC5fYvjXioDXCrvTI4yma0y63btxkY30NP0o498wO3/d9GxTaZ8qv0Ywq9Hpt7CBkMMwQpWT95CxnNte5vHXA7n4X5XmMxx2M6nFqaYM/+NLvU69WWVtfZ235JN2uYuvmJbZuPs+r7nuI0488zOsffzPxIGWq0cRVBWVSML8qcL0GszPLvOUdb+PMXSeIk4xvPPUCU2unma5oSNp0DgZ0xkPe8OiPEDQtvvilT/PQ6fvIhKbamMG2Xa5fv8j+9VtsnjqDlhaf+MQn+Qf/3d+9o4rnt4u8vkJc/3i4E0jbnwT/uc/1O7kfr5DX/xjTS+vGGEWeFQSVKSzHx/c0STfFrzhIDFlRkGcFYXUKU+aT/FMhSJIMx/VRKkcwMUGCnCSNkV6I53rYAgptOJV/P0VvRLA4hb52CS8AX0ZYDhP9apERVCuURYZJJ6ZKRZkTVCLyLKPIC8rbJkx5mk/8L4RAmQkxVKVG2jalnuhfDZPcViEgzXKSxDC/EEDpIqWmzCcdXozGDVzIS5Iso1avkVOgtcSWNsIIbEvejuRJseyInAxZlFBqtABLGgwgbZcsL3CljSXF/8nemwfbnt3VfZ+9928+8z13vvfNY3e/16OkbrWk1oAmsBRoCQSSkcFUxY5NqgKVcqhguyIncQqTEDCxHcYAAUpMhRCSEEIgqdVquiX1PL2h3/zuve9O59wz/6Y95I/z/E/icmyM3K9Rr79v1fndvX/1rd/aa+21sEYjtENLEEoSWDENnHKQhBWsMeyUhrxUhEGMHWecSf6IwPdwOKwyGA1aO/K8JM0MiS/xYx/nLFEUA4J+r0d9fo4yzaYqLgIjAOEo8ml2iEBMCVqeUakm5IUm9BWlMejCoAKPPMtRwlGt18m1QWgIA4UnBcPRiLwsabSaeEoRhAFlWfKO9n/N2Ref4U0PvJmtC08ia4uknT5IRRAVpKVjZfkQV69ew1OGahIR1CpMRlCtBOzuDWnEkiSO0UBeegRxxHAwJss0TxW/ifBKrPYJAjlN6I0TpGcY9jPa7QrWSXzpEXgeZVkglEJrC06QVAOqlYRxmpPnJU5KtC7BlVSjhE63g+95xHFMHFUpS0eajpikA97W+AfUWi0ee+xxjDb4foC0FmcdYQxS+gRBxNz8PFdrf4yxlr3egCCu4XsOTEGZawqjmW2toHzodLdpVutYwPMDhBRMJmPySUqlWgMh2Nzc5Pz5c7fUrHidvL524b3aDwDQ39mkEh0kjgIaMxnh8CrfePYVTtz9VoQd8sjXnmTu6AHWBhu465dJSDl5/ADrV7cYDjosr65y5+k3sHZpk+VVy3g4y+0n7+GZJ56lVQ+4dO5lxmZCbWkft73nPm789D/j0IkF2vUKwXKEGA0xwP6DKxRb20RFSeO+Wc6/ch1/xmers0mZTvClhxIJ22mPuYV5Nta2KI1h9uA0QdeLQoTvMdrdA6Go1WuUkxGTXGMwzK9Izr3scc/t6wy7LazoIZSh3mgz6BcEjSrH9i9RUuJbn2OHF9jpD0nqFUphcWqR7qQgJKMe10n9hNFwROIl+JFHxbMMdnvMzS2iA8nYQhTOYFoFLRQhio3OBmEPRs2CeraJDHK+69AsX7tah9Vltn2PRiXhmauvMDu3zMYzF6hUY9Y31zlx4hj12Qpve+fb+Tc/9bPcfvINDKIMP3AcP7Wfra99k5XVffR7Gde3+uxfWeTK1fO0Z2roUQke3Hn/XTxtx8zNV6k3WnhlxrBXcvToAkMzpMwreEpx7vlXOH38GP1mznOXXmJxvk0WaFaPH8ZDcubllxgO9nEkanDm/HN84B0P0XnsUZ7bXmV57SUOv+Mk470u777nAwQLS+xNurz03EV+8ie+l3NXLrDxZ1/ijW96M+cefYQHjy/yx187j4ueJFT38a6H3spzX3qBSZEz6Q+pVxUzjXs4s/MoE7FCs24oy4zNq5vUWzHjcQVXdPHieR599imOHz/KpauvcOe9d1IIzfPPv0xv4zrN/fvobK5z/OQb6WaO8UgRRw1wIUdP3sUgnfDFL3+ZlaXDmHyEciXVus8v/fJvUK8sEeoBjVjS7XYYFSlq/SCVpsfB4zEvnH2ajJg7Tt7Dhz7yJi6dfxTPBFRW7iNq9UlfegwTrzO2LVYW9zGOIspBSrZ+idpsC1dWOXHHXVy4doYwrPPRv/2Dr/ZYeFXwOnH9D8c7+MRrjsB+K/Hve3e+lev0+jv7/0WZ53gqmVpSfYvUE/YGY6r1GUDT6fQJKjGpziCboDBUKzFZmqN1SRTH1GtN0klOFDmMDqhWGwz2+gSeZDwZcrv7CCIKqM41yS6cI6mGBL6HjBToqUoaJxE2z5HW4jcCRuMUGQjyIscagxAChaKwJUEYTtNwnSNIpgm6QkqEEFNigrjZN6rRN2t2wghGQ0GjlqFLHyc0QjiUF6BLi/Q9KnGEwyKQ1JKQQk8TjC2ACCiNRWLwlYeRN+3KQiGlQAiHLkrCIMJJ0ICSPs63TDNlBVmRIUvQvsWzOUIaFpKQbupBHDGSgtPqB/lG+isEQUTWH6M8RZZlVKsVvEDRnm1z+ZVL1KpNytIgJVRrMXm3RxTFN+/ZlsRRSDoZ4wceTlsQknqrTn9gCEJvSpysQZeWSiVBO40LpndsR4Mx9WqF0rcMJkPCMMBKS1RJEMBwOCTWEYn0GY4GLMy2KbsdBnlM5A1JZquYsmSusYAII0pdMByMOXZ0iVE6Id/ZpdlsMep0mKlGbHbH0O8hRZPZ9gyD3QHGWkypucf7KL6XMMq7eGUEXo7nQopJzov+76K1Alsgo5BOv0e1WiGbjKk36ljhGAxGlFmGH0cUWUa11kQYMIap1dxJKtU6pZmGZkZRgrOGO/kBPE9y9ep1PBUincaXgsJojDWINMHzBUlFMRz16JFSqzZYWm4yGXURTuJFTZRfYoZdnMow+ERhhFEKWxpMNsYLfLAe1VqDcTpESo+V1dVXcyS8jr9huCXIa71eYzwaMTu/zLVL51mdO0a9PsPlM08QhD533X8b2ze69NZgPthgDHz25Rdozx7gwOGTkA34lZ//x9Tad3Do5AG6vTEHD5ZcHg5oNQ9ycXCdY3e8jcFv/RiLBxY4duoQh+YyZKsOVpIToIsUkSwghxmDIGf9m+eYmWnR74+Jag0mQhPWfYbpiEgpBoMO9ZmIQTphc+069dYc42Gf3nBMUZTU6232BmOUjciKPWK/xeZwm7X185w8dh+eKCitIEkqDMa79Hczqn6AmtfM1Cq0VxcZ5RrhxWhtSCcaXb6M8n0sOTkB0nkkhNSDkDTzEV5GMtNCeD41ETPSOSNyqnqWaxsvUMiUo0uHSYVhNsvpdic0DzmMW+TBQ31+9YtfIWjv47IeQVOxc/0yWTjBk+BXFE+++DRHTrybq5sD4sXj9EcwLDY4dPAgm9d3ac5rRNDl7PMv49U8Nq5vYLTj9373C9xx+i5ctstf/NmY3IFxAe1mQl7ukjFke10yyib4UUq/2yOKKvSKy+yNZlioVrh09gz15gxjM2bHSdrtWQ6uHmYyGDHZ0lx+ecgffOWf84GH3ohc93jPD3+YsxeucYUe6Ve+xD/8xz/B177wBf7nn/5tDh62fOOpZzl+4mG2hpt87jce4TOPPENihvzT/+Wd/Paf/AFHjx/l+Ree4N7VN1FfCdg+d5lPffI36HW3+MB33gd2lXNnLjHMhjzwpsN4QZsTt43o9/p87vyfcmD/AZ77+rNEkce+pQV6g11611M0PpfPvcCb3nQXn/ydz7O/dRhnanQ7OY35FqfvbHPvPXfzu7/9Wxw59SDfvLDFmWe2EUO4tv4Kb91/Lytzt3H82CHi1jxbO132L0pO3/UgvYEin+wwHFs6aUFvTdOcG/P8S1/inttP8sqlNe5/aB+XNmfQVzaotQTjwZh773s33b0v05z3OZDeS58tnj/7AnecPPJqj4b/bHidAPzV8DqB/Q/Dq0VsX83fejXh+x5aa4IwIp2MiIMqvuczGe0hpaTeqpLnBToFKzIcsDUcEAQJcVIFo7l6+SxeUCOpxpSlIU4cE625x/8Ye3oLVauh114kikOqtYQktOB700pVJNZaUCFCW7S0ZL0RfuCjS4P0JEY4pCcw1iCdQOsCz5doa8jTFM8PMNpQSoO1Fs8LKLVBOIWxJUr65EVBmo2pVhoILDhQSqFNQVkYPCkRQYj0FEEcYqwDMU0ytsZi7WiqvmIxSECgkHhSYq1ACosKfBASD4V2Fo3BcwFpNsQKQyVMsMIRGEtZGPzE4QhpJSXXdnaRQczEGU55H+PF9LewclrlIz1Bb9inUp1lkmlUWEUb0GlGkiTkWYEfOJAlo8EQ4QmyNMM52Fjfplavgy3Y3dFYwDlB4HtYl2PQFJmY1gZJiy5LpFSUdkKpA0JPMRkNb4YNGQpKgiAgjioYrclzx2SoeWr3FRbaTUQmmNu/xGicMkFjdnd54ezLvOWBB3jlwjpx4uj1+lQqS+Q6Z+v6LludAcppjt82y9rWDSrVhMFwj0bUwo8k+WjCjfXrlGXOwnwDXMxoNKFt3kqrlSDl9MCkLEuKcUkcx5zt/S5KSuIopCxzyml0KJPRgGazzvr6NrFfAedRFBY/9KnXmzQaddbX16jUZuiNc4b9HKEhzcbErQZRWKVaSZB+SF6UJCFcrX8BT0/7frVxFNZSphY/0AyGuzRqVcbjlFY7YpwFuEmG54PRhmZzjr1yFz/0SUyDkpzBaPjqDoXX8TcKt4Rt+N63fo/bS6/QaOxn2JMUgeHgwUMUWZdA+Gxe2eHqtXOcPL3MRNe55/Rhzj77PEVZogtothoIAe12wNEjq7zw9FnedOf9rG9v8MyTZxAm4/Dus5zeN4uahXZzkbw2i3K7+H6CKXIW6012dtZgUlIyISs1noWoXkcbjZkU6BIGeUlYbZCmKZM8RUQRO5tdkkaNIjWY4GY3WWaotttgFCIRPPvMBcJqxFpH8/4H72Q2kOwNLjA3v8hgOOHchQ1O3X6A5qFVyjzHN9DpdnFGkRcjgiimFi4z015AY9C6w26/R7s2w87laxTRCHLInUVbQ+wpxqlB5R6qNWS+1manY9BZyf4jK1TmalTDhI3zL3PijruIyhqLd9X4xP91kcCfwSuqvHz9HCoMyMcFvf6I5kwbPbxIf2tAZaHFPffezsQp0r6h1x2yNLvM1Ssvc/r203THG+STMW9841vY6vR5/oXnqQcSP/JpLs5S6AmLM4d46cULrK6eRvh77GzdQLkqB44s85VHHuHEoePcedcs25uKwWiXZjthMOxx28nbuXr5EjPNWU4eXMXGHuPeLo2lg1x65BkaTvHyU1/mwz/2cb7zvR/iS1/9WYQxDFcAACAASURBVCr+AsX1dVY/8iG+8fmnKQav0Et7mJHiG19/jo31BgN5nX/wD3+Cz3zqj/m+7/k4I3uZ9Y7Ey3d4+snPcO0SHDywj9Fgk15vk4c/fJRnnlwjtqssH55jq5Pzjne/l8tr19jc2OPogdt46cVnOXX7fTz0tvsZ9ofkakTSKLntyLt49InP8vY338tTZy8RCp9apYJ1io2NXW47dAdjI/j1X/wFrm69wItnz7B/ZpH9y4scu+04i80aS8ttjO8TV+rc++BD6HGO0xGyMsP5Fx5n9cA+VlcW2dvKqDQUfpSzuT6kzDvsXz5KML/KM89/g8GNDf7i05/lh/7Lf8STZ79IoiU3btzgE//8X95StpVvlW34deL6n47XCim61ff6P3Ydb4Xan1vRNtyYWXKlneB7MboUWOlIkgRrCySSbJKTpiOq9QhjfRr1hNFggLUWZ6chPwgIfEmlEjHoj2jWWxzLH6bfG4EzVIoBtThABBD4IdYLEBQIoXDWEvn+NEDHOBxmWp3iQHn+tBtTW5yD0k7rauzN1GCkmgYreR7WOpyYLq+xoHwfEKAEg/4YqSRZ6Zhr1QkklHpMGESU2jCeZNSqMX4SY61FOijKApyYVrEohSen6bcOh3UFhS4JvIBikmKlBstNYuiQQmCMQ1iB8PX070qHM5a4EqECD08qsvGIaq2OtB5Rw+PctTFSBAinGKZjXpS/gzWWspxaVp0eowuNCnwazRrGCYx2lIUmCiIm6ZB6tUZhcqzRNJsz5IVmMBzgS6a1cmGAdYYoSBgOxkRxHURBkecIFHElorPboZpUqTcC8kygTYEfKEpdUqvWmEzGBH5ANY5xSnB7+WG8KGHS6eM5wai/y9LhVebnltjtXELJEJtmxMtL9LZ7WD2mNCVOC3q9AVnqUYqMgwePsrW5yfLiKtpNyEqBMAX9/ibpGJIkRpc5pc5YWqrQ72UoFxFWQvLCMjs3xyRNybOSJKkyHPSp15pstP8UXWqs0CjPUq3M0d3bpN1q0h+NkULiKYVDkGUFb07+HsbB9atXmeQDhsMRcRASRyGVapXI9wijACcEyvO43vqzaWWUkwgVMBruEcfRtHonNyhfIKUlzzTWFsRRBRnE9Ad76Dxjd3OL1QNH6Q93UE6Q5Rnnzl+6pWbF67bh1y5uCfK6cvJOFyd1xsOcmRnJYA9qrSaBk/THQ/woIsvGiEhQ9eokFYMrQXgFUSWh1+mjC8XR9iIu1Ays40ani0wl+061Cb7yWartZQ7MOVRQJWmFNH3IpaGS1FFSMOgMcZMOk96QWFn6RUoUxuzuDTl09wl2rm4QhNNCb0U0DV4IPM5f3qJRS2jNLXD92hoyqZCmGSrwSd30tHRiU1qVBa5s7JAVFl/53L4iqcVN6u2QjbVNlg4sYY2gGKWYkebqsI8XRPhKEyceWocUZhspYrKyxFhD2p+eNiaRh3Mx40HJXjaip2Fb+5AbGl6AKwruPTpDpZVjypyH3v4OdtbWWD1wCF3sMRxNmDliSLJDHPDu5hdePs+ucNy4eINqNSNPC7SBO+46TeS1GexukSQJr7xyA4KEejXBkxOs58jGu2Ac1VrM+vUugaySJBHVWkx3r0PqLPPtebr9HqIcMbtYoTcekY49alGbzm4+TSY2HRo1Q6tyGk2Xen2GOA64ev08gS9pNufZ6w+4+54DuGAJu13SVJLP/dy/4JXZBh/+ge+ldbnP773wZ/z0j3+Ayr4ZPvNvvsxnP/0F3vnD38cDp/cxGkT8H//656kvtdhiQjCR7BWa7/qOd9NLa/j9Hk898VVmj1S5erWDyRT79oV0twTjseFHPn6a7rbk1H0jrlycp9E8SK29xO5gnWo1me5naTi4MsunP/9p3nTqDpr7lrj/rg/yyKN/wLHjJxjoCk5WaEaOvN/hxB1vZmv7Mk8//Ze0983xT37sn3Do8AG2N4fsX9lPOdzkwb/1IG4348BdJwj8kOXKQaozbeqLLf7yq19AVgUq7dEpcypKcWz1Nr74+Of4W+/+UT71e7/K97///Tz60gXuvOMYL77wGA/ddz9uZp4n/vwbYIacfOAwTz3xJP/TT/3GLTU8XyevtzZeCwT2tbrX/661vRWIK9ya5DWq1p1SHkZb/ECgS/B8HwmUWiOVwhiDUKCEh1I3L5QKi1JqGo5kBRU/xKlpeFFWFNxpPkZUD5C7m3hBRByCEB4qkPgCrHAo5SEAXU5rRUypkcKhrUFKRVFqknqVIs2Q0psGNSGBadrwaJLjewo/CEnTFKEUxkwtxNOKPolxBt8LSbNiGlokJLUIPOXjBZIszQnjEBBYbXDakeppKq8Q07u3zkmsm5I74+xUjdXTbwqlBDiF0ZbSGkoLuRNgHb6QOGdpJgEqMDhrabdnybOUOE5wtkSbqQKrbEIiGlwZjigEZOMMz7M8Z34b56BWr6OET1nkKKUYj3OQCs9TSAxOgtUFODe1GqclUiiUUniepCin2mPoh5S6BKsJIkWpDcYIPBlQFpYwDHCUeJ4jUDUsJb7nI5UkTcdICb4XUmpNvRGDjDiVfz++EGxdusA48FhaWcaflGwMdrj98AIqDti6ssvW5jbtfcu06jGmlFy+chkv9MkxSCMonWV+do7SeEhd0tvrECQe6c2avTiWFPn0YGD/ao2iENQbmsk4xPMTvCCk0NmUiLrpQUIchWxub9Kq1fDjkGZ9kU53g0qlyrPu93BC4d9cu2pthmP5d9PvdwnikLMvnpkq27kmjmKczmkttKCwJPUqQkouqE+jAh8/9Ol2dhAeYEpKa1FCUIlr7OxtsTB7kBsb11iZn6czHFOvVRgOurSbLfBD9nb3wBmqrYTeXo/zr1y/pWbF6+T1tYtbwjY8367j3IRa4hEGM0hfYURB6VLcsCAbWpbbC2zvXWU8E9NqtUFn9PYyFsJFyrrPQw89SNHd4NKNTVarglZ4F0ncZ+Ozf8TCXALsIMMWSnWo+EsMhwZhNGubG9QqFbQqCZMa+db2zSj5GE8mLM9W2T67TqvVQpuS2TjhRq9HqzlDrz/i8OoinX6Hq5euEFfreL5PmuYEQcB4sIdfiZhsGvK8y3CUIkvJ7iTj3jtaGCvZ7FhEmDAeWfa2hmx3u5TCElQkFRGj4hBf+KAkghaiUqW33aceVsijLl4cMByk+B7EQUGjOsfLl7a5744DJJUZtPOIy20CEeHToSubpOe3ieZXGdouM8k+XDVj1N0gz15mPNPhoyf3MWrv46ef+iJpfJx+RzLXSjlzZYTbvIQfW6IkmZafZwU9rdh/2xy9yy9gPR8nUipylmZrjOdpEiXY7l6lKCcUqcK164hRxuLqIqNsgLNwfHY/3WJAc1bh+SX1sE0kDUbvcHXrKqulJY8SSp2ysLBCOik4uHyCyc6AS5ef5WCrxebXvsSP/28/xS/+5s+zguTT1/6Crz/+DM889Rm++Lk/4dc/9zj/8hf+FbudAT/zq/+K973lbdTrK3zoA++mW3j8xaOfpdwA3yR4xTUK3YOqZJIVnJy/k7ObZ8l3LXMHIiq9EZ//k5d4+HvewI0bktnVGgeOLPG//u+/xOHDJ3n44fdBAk888hRnn7/Ie972/fzy7/waD514gKh4jH2LJ9gbhbzj3e/nm889AVGXZx5/jjMvPcvq/hWOru7jsRefZ5hbtjY3edv9d9GfaHac4OmvnMGXlovn1knmFR/72MfY3Jhw/vKXeODe72NvfI4otLzzPe/n737s+/jutz9EEn4Hi23De9/3dp668jzvfPtbWL+6y4lTd3BxZ8RcWmPuyHmq6r1cfWVIq3X3qz0W/rPgtUpmXsdfDV95jXS2/r/xWnzmVxNh4AEGT0mk9BFC4ITFOgc4jDZEQUhRTDCBmiqtzqJLSygjrFfQbs9gi4xJnhErwb3y76OUJtvaxA8UUCCkjxAFngjRGnCW0mZ4nocTFqk8bJ4jACEUAkUUeBSjDN/3p/dblSIvS3zfpywNSRRS6oLJZDIlwkJisEgpMFojfUmRO6wt0dqAE2RG06hNk2CzApAKY6DMS/KiwAmQCnwUQikkAisEEh+hPMq8xFMeVhYoJafWZglKTg/gzTinWUtQXoBFoGyORCEoKITAjHNUEKMp8VWM8gymzLBmyDAoWKnG6CDmYm8Ho6qUhSD0DaNU47IxUoFUatr7agW6FMTVgHIynCrPwuKJAD8w0zu9AvIyxdlpHyy+B9oQxiHmZp9oNYgprMYLBEI6PDEN6nKuIM1TCGKUUlhnCP0IYyxxVMXkJZNJn2f9X+Nk9z0cvv02rq5dJgI2J7u87a1vp9/fZGdrm+tbXU7deZqi0Fy8dpn5VhvPi1hanKOwgt3OFjYD6RTCplhbghIYa6mGdUbZCFtAmAhMqdneHrK42CTLPILYI66EXLx4lSSpsrQ0Dwr2Oj2G2xPm2stcW7/GTHUGabvEYZXSSN4++9+wN9hDqZK9vT3kELJ4QCWK6Q4GaAt5njPTqqONIwf6nRESx3iUoUIBK5o8M4wnu7Qay5RmhJQwOzfPs08/yWK7jZKzRIFjfr5NbzJgtj1DlhZU63XGuSE0hiAZ44k5JiON7zdepWnwOv4m4pZQXj/wsY+5QAQIUXJ9bYvACzl7/hxGa5K4RqVRZ7ZR48CRA1TSgs5wDx0oZtoLDPoFK4sLPP+Xj3L3d97PjRe2Icg4dHCZq7/1c5QBHDu0n72dLjNzbXAghKDerLLX6bB0YJVsMsLLUkpradQSdrc2UX5AnpXkZUm9PcdwMiGKYpTy2di6BlKi/IiytGztpgRxQm5yKrUK24M+jggZVMjGezgZM06HQMxwNGFv6Pj7P3gn586uIeUKnb3rpGVJ7HIK7ahWm/QHQ2oLbfxIs1CrMpqM6XQ1cRIgpCLNd8gHjjAQVKpzVBcbeAe+nx/8kY/w+5/8Da5cfIVqXCPNBjzz1AXe+a638+xXP8VgrcMocXzgrjs4fUiTzO3D5SGNhQaDfBfWS7wDjnIbjp96Lz/+S5/Hj2HQk6zMZpw6cZrPfvoPOXzsGGv9ksXlGY7sW6BzuYtYOsDg0nWWV6t0iwlJUsWVEjtxNOfrjEYjlhbn2blxGWt2qNaXuH59DynrNFcUC/V5rly8QLVRI0yqNOoRTvh0NrcpywGt2Sa7XcGxo8tcu3KVYuRYXa4j0grDcZ8H3n8fvc3rVO0xHv7wu8hLy0tnnuDk0aN8+Lv/C976rpPUFw7g8h0e/+or+IkhCif83R/8rzhx6o2sbW7xMz/zm3z5kT9HKoWPJDcF+w/uY/3aGrffeT/vOrXCky8+y9zK3fS656nHXZb2naTY9lk6uIhTsHhwBZSi2lqgKCwvvnQWszdgodXkT559ETcxnDi0ysGDh/jIh76LRx97hbhpmZuLIM8IfZ8H3/Ju3vL2dzN2BcV4QLMW8OAbHuDE0f3kTmIDR2xL6q1VFucDDq4sUW/NkdQMo72Q4fYNsrRNe/YAN3pfZ1+7TpoPqNfnSIcR84uK5559meO3nebPv/rHHDi6n8lwljOvPMVd95xmbe06H/07/90tdfL31628vk4I/vrxWlBf4dtv77+V+3IrKq8Lq6tOIgBHluUIIRmNRjg3VUY9zyPwPeJKjGcchS5xEnw/RGtHFIYM9jo05ltkg5zT8vtJkojJ2iWchEoSU+YFfhjc/KYA72YqbBjH00Rea7AOfE9R5BlCSKx1WGfx/BBtDFJJhJBkeQqAkApnHXkx7Xo1zuJ5HrkuAQVCYU0JQqKNASRaG0oNB1frjEYpiJiyTDHWorBYNw3x0VrjhQFCWkLPwxhDUU5VWITAmAKrHVIKlBfghT4iXmZ1/zIb69dJx2OU8rBW0++Nac+2GXRuoLMSrRwL9Rr1xKHCGKzEC320KSCziARcDpXaHC9d3UYoeKb8JHFgqVXrbG3eIKlUyLQljAIqUUgxKSBK0JOUKPIorEEpBU7gDPihh9GaMAwp8gnO5XheRJqWCOHhR4LAmwY8Kc+7qdYqEIIiK3CuxA98ilJQSaYqt9UQRR7CTDtsW/MNTuQP47kKS0uzWOcYDveoVip88xvfYGa2ih8mOJuz1xkjlUMqw77Vg1RrTbI85+LFNXY7OwgEArA44jgiSzNq9RaztYjesE8QNdDlCE9Nu1NdIQjjCASESQRC4Pkh1jqGwxGu1IS+z9ZgMHW7JTFxnLCyNE+nO0b5EIQSzPTgY2Zmjq899jgGizUa3xO0Gi2qlWRqDZegnOWs/0eEoSSJQjw/RHkOU0p0kWFMQBDEZGWPOPAwVuN7AUZLwlDQH4yoVmvsdLZIKjFGBwzHPeqNOlma8tQzL99Ss+J15fW1i1uCvD78wz/sxns59XpAaUvy0hJHliiBdGRQQcxCe5arV9ZpNOoUaUEiK+AEQkKOoTA5rdiwMY5YOaxY+8VfotaCpgyp71ullxfUQ7AGdDFhdq6FbwSpHtOs1xjl6bRMuz/GN47eeMzc4hyZNVhr0EWJMQbPCxkOJ/SzjIWFRa5e2qLerjF2is0bPbQBWUkoKYmrESZ1ZEj6gwE291BVgdYJ73zLIs4V7A1iLCO2dkYs1OexRZ9K5CicYZKN8VRI2Xf4cRtZt4wHKUnVZzKU5L7hu77rv2Wnd4FNO8N9x2JeeWWEiQvyyYQgCHjqma/x/gc/SB6m+NJx+eJ17jh0lE984p9RSeAnP/IuumHJXHWBRhDgL9R49vEXuPsN92InE1pewCcvDGguLWEvFLyw8yKnb7+DUAVsDi6yNLfEuJdSiUuqco5LvT5KCQ7VVljrX6NZbbOz0UErzeL+ZawtsfkYZwOOHTnKlauXWV+7wekHTzHaHVPxPco85eTJUzzyza8RNBrEucf69UuElZggnicOoN1McLqk3VqhmQjCcMJW7rG8eIg079KsL/Mrv/aTHD9xhBsXBVIkLC17nHn+ArPzB3ji2UfY1zrM6gHH+7/jQ4yHI44cavDL//enePa5NbJsyObOLm9+w10EHlT9EXnUpOyOiVcCbl96A1/48y/w0JsPMtNepLut6A76nLrnNNnA0inH3HtiH147YvvlAfG+E6T9x1lb69NLLdLVuHz9GWr127l+8Sonjixy+nSN++9+iLNnXuID732YB9/7IUI/IxSwMt9g6dB+jFWcPLHM0swiaXWH73jrRynGKXHk4WQF4RUonTMJBgSiSWdtRLPZoFJm+F6N0biDKXcYuTb9oUKEXXAZG70LMLkTYwzD8jJ5WvDj/+hf3FLD86+LvH67EZd/F/7/yMx/yhq9TmBvLXyr9+NWJK9L+/Y5XVp8T2JxWOtQatoJarUDqQiDgHSS4fse1ljUvzWiiSnBsM5yr/oBMq2IKoLsylU8Hzwh8eOI0lo8ydTKaQ1BGCAdGGvwfYW2FqzDaY1wUGpDGAWYm+qvsw7npjZgrQ2ltYRhSDrO8QIPgyDPSqwD4SksU0uzu3kPtSw1WIHwwDrF7Ew0VX61wqGntTFeiLMaTzosbpooK+T02pUKEJ6bpgsridFgpWNh/gi5HpO7gGZF8cT4N3HKYo1BSkmv32W+tTANXhJwZPw91JIK586fRyk4tjxLKS2BCvGlRIQeg70B9WYDjMEXkvWxxo8iXhj/NoN8QL1WQwpJrieEQYgpDUo5PBEwLjVCQOJFZGWK7wXkWYETbkrunMVZM03YrVSYpBOyNKM+U0MXBk8IrLVUqzU6vS7S91BWkKYTlFIIFaIkBJ4CZ/H9CF8JpDLkRhBFCbfbD+N7EdeunaVSTcgmYqqiR4LhYEwQxuz1O8R+QpzA3OwSRmsqic/V6zcYDDKM1eR5QatZRwrwpMZIH1caVCSpRk12drZptxL8IKTMBYUuqTfqGO0orKFZjRGBJB9qVFzFlHtkWUlpHOAxSQd4XpV0klJNQup1j1a9zWg0ZGFuiUef+CZKGKSAKPCJkhiHoFqNCP2Q57xfZ3ZmFWcMUgoQCoRDOIMRGil8ilTj+z7KGaTw0LrEuRxDQKkFQpbgDJkeg6njnEPbCdZYXnz5wi01K14nr69d3BLk9T0Pf9jFYUhWjAiTGRQlCzNzGDsdqjt7uxxdOcqozBjtbIAUyLjCcJIRRD69/phGVKO5GJP3BZd//2dZPrCPTBbM5pLdKOdoKbgxyjhwaJmtG1vUm3UCofErAdl4QKXwcB6oSGG1YbQ3xHqCgc4xGpJKFSEEk3FBEPlkArqdEbWgwUbHsjEY0GwnOJ0SBBGpLvGDqd1mKCx4IXu7Gj9waCG47ViF2bkKRVZhPNrGlBWas5ZyMiSSAf2JwpaaIITxeEivFOwOYja6Q0Dw0L1t3vex/4GeuUG25XH0cIWdVHD5+avcf+dhLl2/gUPSnGmSKUmlIehe22SvlzG3OMdSVKOycoA//eQnWEkU+44dpbY4T1CkXLY1jhaH6M+e58Dxd/DsZx5n8cgcF+IGz/3xF5lfajPoj6iGs+TFHvV2xMa1DB1NuP3QSS5dfIHW/AFqlZhud4N98wfwKxX2drao1xvsTQaEfoWiKIjDEF/5bFy7QK1dp1qdwzqB50lC5dg5c5G525Zpxm0a9Sat+YhiqAiDiKLs0G7W2JsM2N69xh2H7yGMfCpBBSfHnD3b4w///Dd58L63cO7MS4zHki8/8QQyHdOq1Pj43/5e3vyOe4CQx7/+Fb78mT/iO973IR577AyqHCBqMd2NDd76xofIGXGhu843P3uGD378Hbx09ikunZc8cM8qYVjh8PF9fOWbz/Pe93wQs5uxWazz3//Q3+Oxp89gZ6G8dJXa8gmKdI3etSG2Kbm0uclgzeGHjuWDR+gMO1x7+UUWlmZ420Pv5p/+1M9RCyxHluY4uNgAGdJu7WNUbhHHdT7w8HeT5zm9ySaz7X10d7dBxMzUAoSRjNM96jMNrm32AWjORexu9QjDBpke0huWDDoVcClKpPR2e0SVklFqUV7AP/nJ//GWGp5/HeT124Ww/PvwrQ4F+qv8xquFb4f34duRvM4tLTklFcZqlPIROIIgmDJNISjKgkpUQVuDKbKpdCoV2likEpSl4R71cfxQYUuY3LhEFEc3U3WhUJaKhcxY4iQiz3J830PiEJ7E6hLlJNMKVzH9gC81CCjdv00FnpJlYyxSSoyAstB40iMrINMa31c4NyWN1k3vxDpt0cKBkJSFQ8opma1VFEHgYa3C6BznPPzAYY1GCUmpBc5ZpARjpvdYC63IyqnNtt0ImFs5jnY5JhdUEsVT9pNMBimtesIkzXFMw6ysECgfyjSnKA1hGBIqj7ujH2F7/RyxEkSVCl4YIp1h4jwqNkEHY+Jqm/7mHlElYKx8Htv8ecJoapn2ZIC15c17uxYnDbWkyngyIAhilKcoi4w4TBBKURY5nudTmhIpPZydrqUUkiwd4wUengpwiOkWCyhGY4JqhK8CfM/HDyVWC6RUWFsQ+B6lKcmLlFrSQCqJJxSnxEcYjUpu7Kwx05xhNByiDXT29qak3PPYt7JEa7YBSPb2OuxubTI7t0S3O0Q4jfAURZYx05zBYhgXGb2tIYurswxHPcZjQasRIaVHpRKx2xswN7cIhSGzGcf2HaDbH+ECcJMJXlTFmowy1eDDOMvRGUjpCJMKpS5Ih0PCyGdmZo6zFy7hSUclDEkiD5D4foxxOVL57Cx+CWstpckJgpiyyAGF70lwYEyJF/ikeQmAHyiKfLr21mlK7dCFAgxg0UWJVBZtp47Hs2fO31Kz4nXy+tqFfLUfACARCYcPHmZpYRlT9MnGBf1hjlABO90eszML7A669Do9Vo6fxK+1yPMCH8BoEr9Bux1w5fI6L//hr3P8jhZiNCQaDXGxI8kM42aD2X2LXFnfxKtF7A53IAqZTAq0kPSc5vKNXbq9nLOXdjFBla3dDC+s4qkKZe4Y9ic4NIOxobs1IYhrrPV7+A1NvSEYjCaMS4+LGxlaBqx1UtJYEYQ1OlsZjYbDCYMvfZ5+cUSZWrLBGmYyIhY90oFGUWGQKrZ2Lde78I0zPc5tWwYaEjvmzsWYN5yICOL9rK+fY3IjY2YeXji/Tuf6BnENnrx4CRdGWD9gu5PhFzm7F68SxT4HjzVQpGyXIy6e+Sb7jryHb+xVePzZNfaubNHPNAe8Po+9+AWcWSBwJ7n7O9/DV7/+DL3nX+Dg0cMEQZVarYkXG2QQEgQzPP3SE+yf3UdepszOrVKLY0ypOX74FF4SM0lH5JOSwSQHfEInaNfr7HR7DM2Y0294I4GpcfX8ZXxlMXoISjJ3vIHwqqSmT2r2WFsf0E+30KpDlAQMxiXzrUXuv+dt+ElIWnjc2N7AD2ucuGuFRM4xHAr27T/MwmydB+99Ax/83od540P3ErVSOt1Nnn7qMbobCR/9Oz/K4vwsTHZYPnSUzZ1NLu5oTLPkX//6Zzh18BSyGXH7bbdx9Php3ve+uzl76Qr7jy6gozlurPW4cf4Vjtw9xxtvv59f+9TvE8/GjNYvMnf8MF/4089z7OgpzvbXmeQ5dx85ysm33saxB05RhAFjV+PkvW/ka1+7zA/80I8SiQmbu1dIyxvMHtvPHffexYn7VzmwcpD3P/xBBoMBO90Nhnsj9nZ38JOQIIIbOzvspCNGRnHtegdlHd3tLusvbTGe9Fl7+SkmWxnDGx0i0aG3fQFdOLwKvHJhi8l2n9HG7qs8FV7HtwJ/FSLzWiGifxX8Tf7fvp2hUCRJQhRGOKsxxqJv9oIWRUnghxS6QJclUbWG8PxpIi9Mw4GkR+BL0knK8MZ1qjUftEZqjVOgjEP7PkEckmY50pMUugAlMcZixTSoZ5IVFKVhNClwUpEXFik9BAprp6onOErjKHODVB5pqRGew/NAG4NxgklmsUiywmAU06Cn3N5s5nFIBP2hmdqSdYozBkWJ0Q6BojSCvHBkBfRGmlE+DaFSTlMPJc2KRMqYLBthckMQwl+Of40izVEe9MYTlj0VbQAAIABJREFUnJQgJHlpEdZSjFOkFCQVH4GhsJqvD/9P4mSOvdJjr59RpjnaOBKh6Q53cC5EuiqN+Tk6e33KwYCkkiCEh+f5COVASqQM6A/3iIMI68yUuCoF1lGt1BFKYqzGGoc2FpAoB77nTVsonKbebCKdx2Q8QQiHc9PDg6DiI4SHcSXGlaSZpjQ5Tty872ssoR/RarSRaloZlBUZL8nfp1qPUCJAa4jjhDDwaDWaLC4v0pppIH1LUeT0e12KTLGyepAoDMAUREmFLM8Y5xbnO65c36Se1BC+olqrklTrzM/VGY1T4kqIVSF5psnHY5JGSLPW4vrmBiqQmGxMUKmwvb1NpVJjdNMm3qhUqM5UqbTqOCnRzqPaaNLpTHjq2RdQGPIixbiMoBJTazSotmLiKGF+cQGtNXmZocv/h703DbItu6s7f3s44x3y5jy9ud57NUtVkgpJpcESEgIJCSQBwkDTEYAjTNDY0G6DA+im6SFsOqJFQLfbQRvajBJI2OAWgyxhAUJzSVWqeXiv3pwv58w7n3EP/eGkyhH9oYM2QlUq1YrMLzdv3Dz33JM7z9pr/dcy1FWJUBKhoKhKKmsxXpDnVeMkKGuKcYm1NcV4iC0dpqiQVNTlFO88QsF0WmLLGltUz++i8BJeVHhBBDa1ezFb25uUVcni4hplMSGNSm5cvsnZ226nKAuiKGbQH3D98lXCMCRNYgqTMxefwgQ77O9ntJKSbzodc/EQtBxSGkWRG6Kww2B/QqsT0Jub47C/x/rKChu7e7TSGDeeMru6xHwYcuXSLnG7w+ZwTKs3w2SaUxaWQAUYI+jFbfbLCbXSHOyPWFieZXdnhFKaILBMs5rV401H2dx8RDkpEMDaWpe9/pRARWS2QlrLpx44wCiPUJq8qHB8ZebE0umA0pLOXBc7NoTjDvXMhIyCxdnbeeNbXkcWLDLYHyBkwomVJixxYWGe/b1DFrtdVDgmCBKyaUhvRuBFQBCGZHnB/PoK+6NrtBe7qOhuNq4+RTQzRxiGdLrzdGf22N4acNetkoNokX/0cz/Pr/+v/5KRHZK2YmZ7PaSCmZlmt/h73v1dTIoxrvIYZ5hmU0ItKCYZZVUSxBGLJ09gh2OWOh32TMHe4Q6n11cZDXZ55JHHWOotMr84xzjPSQJJf/QYn3vsAcqw4Iff96MsJYtsP3mD1oll6qzAqprZ2TYOy2RU0etFSL9DIiPwA+aSU+wejnnzmXW0S8izZwgTQ39vkze8/l5mO0t86pMPY61ncTnj9/74o3z+o09zxyvv4B0vP8mV7cexDq5cPmBa1iQznte99WX88Z9+grnZVZ56eIfTZ27h9vOv4fFLV3nHW17Nd33Pd/Lpv/oSRGPi9jIJAWunz7O5dUh3do6P/MlHufXsbez3c2YXz7L95Oe55fga99w2T3n7CX7p//gQb33PG+Cjhnw04vYT38R9L3slD/3VU7zxm2fozQrCTsDh3oSd/R1qU5OkLZ66tIvSMaEKKIoC5BCwzM7NMTwcYFzNzMw821v7pGqe8eCA2iqs1MhglqefvkxlK5bn1ygSyd7u3vO8Knz18Y2gsv1/4WtJ1F7qf30Jzyd0oCiLAucdYRQ36qN05FlBq91uiKpU1HVNPs2QUj4X3hPIlLvEe6kqi1KOpZZkWoEQBucFznqk1I1KqiVBEFDVFXEUkZcNAcJYgjgkkJJs2tTeFLVBBxpjLc42SpQ/IlzGGbwQVKUhjALK0iCEQAiPtZ4oUTjrCEKJMw6PbeZAa4tocnnBew77TTgTogkFgqaOR9CQYQToQOONRxqNCwwWRxi2mV+cw4qQuqp5jA+TRAEAYRhSVRWh1ghpkFJhjCQIACRCCqx1hElEVee0ohChOhTZBKkDhJTNDK0uKcuabltQqZDT52/l+rNXuM1/N0/qDxMEGnGUveS8Z21lFeMM1vmmh9Y2yqk1Te+tVJIwScAYQh1QeUtVl6RxjKlLhsMRURAShiHGWpQU1GZMf9THScfxtVNEKqQY5+gkwlmLxxGEGo/H1I4gkECJbHKqCVRIWRkWFuMmpdlOkMpTlSXz810CHXF4MMJ7TxhZbu5M6O9O6My0We4mZMUID2TTCuM8MoC5xS47O/sEQcRkVJKmKZ3WLOMsY2mhx+raCof7A1AGqSIUkjhtUxQVQRCws7NLu9Whqi1B2KKc9EnjGN0Oce2Ey1c3WVydh12PM4Z20qPX7THYHzO/GBB4kFpSV4asKp+bCx9PK4RoVGznLGAATxAG1FWNxxPogKIoG0JfVzgv8F6CDJlMMpx3RGGMU4KiLJ+XteAlvDjxgiCvV25cYX39GODZ2dphfn6BSVZx7OQpBqM+2WTCzMwsWmssFVXtqKaGyhp0eZPcjjDbW8wfPsRTA0XYLQnihFoqhuOMdqgpqZgJWuzv94l0yJUrm8y0O7RI2JhksF0hlUUHCZNJzd7QQDLl/GqPUbXPXC9mUhRMDjKcqImiFoWoGO4OUEoiggjlMmbmAqqRJc8MUjvCVojNK4I0ROsmKS+yHh9IVCiQzmExeG9xPkCFCg+MxxYbgF6SZEGObQuOdyrqYpW/+PzjfN8Pvw+vO8yeXaecTknac6g4Jg1Szq0ss9ff4uSJe6hsn2IwT+0mKK2I04AbM1dZWUg4feI0kJBVGd/6lh/nv/3Zn+Md73gvN8cZYuYcr3j9P+FAX2dRKR7+zOP8yE/9GO//57/MQf8Q5wVrqwvs7e3RbnWYDKe0wpDJZExVWVaWF5mOh+zu7RJGAUEacHPrOpGQjIsRy+kiY2sQEZSpZtYLFpe65KOYtKeYmox6ssqt8QFXbrR54oFthse63NaJSRLFcD8nTELKMcSzFcPxDSbjgKXF84SzFaCJWjV3336Cx574PP/6X/3fvOK+U2xfH3J6fY6FhXMMdirWTx3n9z/0R4z39viZn/hJZrsP8MwXHubajeu88d5v5s4712gvrHDfy8/xpje/k5vbf8Bk74A3vuk1KL7A/a+9HylinnnsKrfeJwnlPCfOLrN3MMfvfuBDLPzDGQbFAaKMuPOOUxwOa7xNuP30GsV4wsKJBf7j559iMj3kda/9e7znu95BZQbcdtsZAq159MHP8cAjI86dXmRhKcCMx3RPnOXx68+Q+hlKA/vDPh6JLnOyesjh4SFRr0Nvpss0q9neGWDrmkEGNnMUoWSSD9nbsehkj4PJBvs7GXUW8syNzeaG40VmWPlGJq5fDRL59ZrS+zfBi/29fSMiyzPiOAagLMojAuNIkpS6bvIrAh008580KcTOepz3vEy+h8pX+KIkqIdMahDaIZXCIaiNRSNwOITUlFWFEoIsKwi0RqPIrYXCg/BIKTHGURkPytKKAoyrCAKJNQ5bWfzR86QAU9UNcZUS5y06FDjTkFhhPVIJvPVI5RHCI/AoD1aAeM5L15DZxi7bLObGeLxsUoettHgFiXY4G7HfH7N+fI3H5R8QtDRtq/4T8RSqCVCqCpJ0BudrXB3ifEOwlRLkQU4UKtIk5Sp/zHH3DpYWTvP0U0+xtLxKYSwiaDEzd4ZK5IRCMDwcceLsKS5dvExVVwQ+JI4boqyVxtQGJSXWGpzzxFGAMTVlVSKlQKqAosyRgLE1kYow3oMEpwQBEEYBzjhUIDDO4m1EW9VkuWI8KDCxpq0VSgnqyiGUwBlQQWOdtVYShi1k6ADBk+oDdDuvZzTuc+3qNjO9lDKvSeOQMGxTl444jbl5cxtTlZw7c4ZAD5j0h2R5zvzMAp1OjA5jZmdazM+vUBSbGFExvzCLYMDc3CwIyWSU0e4JpAhIWhFVHbCxsUl48hi1qxFO0umkVLUHL2mnMc4YwiRkrz/GmprZuXlWVpdwvqbdTpFCMhoeMhgZWmlIGEqcMeikxWfzX0MR4DxUdY0HJBbrDXVVIQNNoDXWesqyxntPHYC34CQYa6hKj1AVlcmpSou3kkleIOQLwuT5El5EeEFcUSsry0Cz+CdJwuHBPmEYsLm7iZACIRTb2zs4bxkOM6ZZRZaVZOOcftnnYOQZP/ZpprUnTRO6UUDeN0gfgVOkUcpkXLOz36cwlsJ4dBozyUqubR1gFIzyPrvDIYSGzqIgaQnyqWd7VJKkKUoHzPfaGG8QUUpua3rzM5RW4H3EZJzhrSQb11hZ05qJ0LFkNK6QQuOMJ5IBwgUY44nSGGuaQXutJEkakkYOa0usFdROEAlFtjum50K6pWdvNMPTl26igVPH7iFJUoIkpjszz+L6EsaVlL5mfrXHmRNrXHjyy5hxwpTLBN0hqjXh5v4TtMKIjZs7bNyccvHpS6zOznLj6jXe8q6387FP/ymPff5pFjor9Bb7TLY121tjiqzPxkNbvO1b3sKJtTXidsT29gahVGzfuIqnIBaK2c4C49GE0fSgsU9ZQCd44WnpFkk0R7u9xhRYXl2lGmScXVpjZe4cYSg4drzLwlyLY61Vbukd51vf/QF+6h//Mq87fQuL7oDw1EmEEqweW2VlaY1Jtos3EAU9ThxbJ00cJssxZsIH/uAXeOX5k7z2Te/hY5/4LBjNvfed4rd+87f57d/4Lf7Vr72fX/iZf8H5U3fw0//ox9htlXTbLcLVNlErwgeK8bTi2QtjxtOYpNXlve/6bnBzzLZazC15bjl3jL3hY/zEf/NenvzYIV9++KNESqNqx/u+4z4wEa3wOH/0Rx9lNBnSmvN84IO/ypVLj/KFL/45nbDNG15/PyfWb+Xas5sIVXGwu8td3/QKDkaH9Obm6Y9ylmZPcfHi03QXFujvhEw2HJs7uxwMD4+sThX7o018WHH81nUwcOHiZbwMQGqquqDMc0aTgklWsLtToEPL3uYBCctorQhCxezcIm0VEbgXGXt9CS/hJXzDIIqajlNjm9yMqqqQUlCUBRwtbUVZgvdHnaCu+TaWylVUBsz4EOs8SikCJbGVP+pjFSipMMZTVhXOgfUgVDMzm5UVHqhdRWUMSI+OQCmBNVCahggLIQi0wtEESFnvmqAmD19JEQaBNR5waN2onMb451RbiQAvca6pmvH+KyFQze9TErxv1NfGXCuwlUV7iXZQ1gGTrEACaTKDlE2VjtYhURzhvcPhCSNNmsZMx0O8URimSF0jtCGvxigpKYqSojBMJ1PiICTPMhZWltg92GHcnxDqmCCsMaWgLAzO1uTDgsXFBZI4RmlJWRZIBEWeAU2naKBDjDHUpuIo6wqEwgvQQqFkiNIxBoiiGFdbWlFMHLSRskkPDgNFoiPSIGFx5RXccvou5tIWIRUyTUBAHEdEYYyxZXNuRdAcl/J46/DesrH5DDOtlNn5VV7z2teDF8z0Uu699142rt/g6rVLPPPUs7TTDmdPn6ZUrumsjXWjyEuBsZ7p1GCMQmnN6soqEBAoTRh5Wq2Eqh5x+pZVxnsVw+EuUgiEg7WVHniJljFbW7vUxqBDz8bNa2TTEf3BHlpq5ufmSJI2+bRACEddlnR7PSpTEQQhdW2JgpTpdEwQhtSlxBTN30RVVwjRXDeVKUE4knYMHibT7Ki6SOCcxVmLMRZjHVVpEdJTFRWKqDlmKQjDCC0k8vmP13nRQgjxC0KIf/p8H8fXEi8I8mpqRxLHtNttjDEoHTKZTgl0RJlXbG5t0+l2yYuSODKEymDrHEtFx7dYXFLcvdyjl4ak3Tb7wynpXI8im7K+sMz1S9fodGKm02YHdpQVFJVjOJkymlYMhzWDqcVqTasdEKeeO27vcu9dATc2Cw6zgnGWg/JI7ZgWBqUle/sDolhjXIUKFNZDp5eCh7r2FEVTeK2V5PBwiqlrxsYQtiKUrUhUQDcNUALqukJriUQQBpIkUtRFTRDGiChgcW2RqxtDwk6Hb3v7t3Bl4yqT/pCbN65xOBny7KNPUA4G7F67whc+/VdcuHydW267i1rktPNZ7K5m54kBetwm39sn8hVbly9w88Z1dkdTtvYHrMyvcPNGnwee+BwEBT/+7m9n6/Hf5JlPfYyV1jLjyTXWdMykrtm9cJ29wzF7uwPaMysEzHJ99xqH/X1W5pZQtaLbVawd79FJFfv7N0m7AUqNcNUGoRC00zYr83OMRn1mehFhGHLYHzPaL8mrmvbsLGV1lf3yBnlgmF1bp570GQ0qvNCU1nD23DEqP2ZxaYnJ1DOYHFBZx+Z2yfe9+1eoV+/gDS/7Jv6nn/wHvP/nf4b/+of+K773Pe/jnjtu423vfgPv/5X/heW1BZ6+uM+X/vBT3HHPWU4uzCF8m4/84UcZT0bccucS0azgjz/+uxT1Dr01WF0OcKZkc2uHU6du4/3/20e4/72v5c77X81+HvPIlcc5d8vLue1lc+ze3OSee++iKj210bz29d/KzmFGmM6wvz9l48YF7n3FLcytOA6uXeT0yhJbVy+y3HacPTnP/OIqn/r8kzjT5U/+8LNcuf4IPsiojD8KSHAcDsaU4xZXrx5y5dIm48mE9WPrPPjwQ+Rljkx75EWFjxW1GzJWlr6tybVh4KacPXYrs2mEqkdMiik3d7ee72Xhq4YXq6r2tcbXIujpJbyErwYa66NEK/1coq+1tlEzracsy8bJ5RxKNuqld5a7+F6014ShoBNpAi1RurHnqjDAWUsSRuRZjtaNciqlwFj33AyrMa5Zlw14IVBKohS0O5qZriAvLLVtbvgRHFmDHeLINqxkE6z0FYKqAwU0VlrnPDqQCAF1ZZsgKO+RWiJ8Q/a0akqC3BGJFTSKrJIC55pzIaQgikPyokYqzeLSIlmeYeuaIs+obM10NMaZmirP6B8eMJnmpO0ODou2Ab6SlOMaaTS2rJDeUUynFHnOl8zvUFQ1URBTFDX98SEIy2Nf/ALl+AaTg71GKTU5sVDc7v4+5TSnqgxlVaODCEFAXmbUVUUcRAgvCDTESYBWgqosUFogRA2uaBJ8lSIOA+q6RgcSKSV1bTCVwzqPDgKcy6hcjhOeIIpxpsbUHi8Ezjfk0fmmgsdYjzE1znuKwrG+chc+bjPf7XHhiUe48/w5zhw/zYMPfIlup83iyhx33nU7URwymVYMtg7pdFskYQhotrd2MaYm7YTIALZ3N3CuJIghjprPvShK0rTNpSvbzK7M0ZmbpXKSYTailXZpd0PKvKQ708E7j3OS2blFytoiVUBVGvJ8wsxMShh5qmxKGkUU+YRIQysNCaKYg/4YfMD2Vp8sH4Foqp28B+eaNGtrFFlekU0LjDEkScxwOMQ6h1BBY01XAu9rjPDU3mGFp/aWNGkTKolwNcZaiuol2/BL+OrhBZE2/O7v/wE/Ho+ZTCaEYUDS6iKsIIqaTi4hxRG5CyimKXEIpRmStGJqJ5A3H+R232eUjaiiGWom9LctXluSICEIQwajIZO8ZHl5EWMqppMJ0iuqsiJqBUyHFVYJVruK3BpmexHdZIUvXdpgWsSkQU0rtHRaEcOsxmOZne1S5IbDUUZhHEk7oihqAh2RZWUTCuAM3nucFyAllbNorRhPDd1OgnU109JhpUdIRWUhjhOoLYgKjUZ4w0wv5NKuw1een/qnP07uc1IcK8vLbB3sMalj4jhABwIlBPV0ymB0wNraEtm0Ji+mSN3B+4oq19SmIu60UNKDsxzs7REnLVrtHl/63EMcX11l9fg6v/Z7H+bUfMk/+ZGf4MalK9wYZOxay+LqMtkgw9QTRnVOLwDEHLNzitKWELSJwzYHO4fMzc/hhcdPCzqdhJPHT3Cws0fUcrTDlGQm4XC0R6RT6lKwML+IxtOfjOh2Y4bDMUppep05nLUMp7sMhyOWFlbZvHmN06fOEMUR+wd9ep0eQsU4UWJcHxUd4+T582xvXODDv/173Hb8OD/+z36ST37uL/jsx7/I6eNniLuCGzee5dypkzx1eJP9z17nxGtP8PRDV7j3rjO8+Q3vY+hKnnriAWY6i3zhi3/Ny2/9Ji5eeIjXvv7VtBcDbj4z4uxtS9hqjT/5i39PlEScWp1jd1Jw29wxMptjqpJPfPEBbr/jbjauXycMJXmxy/d+/w/wub9+nPGg4va7bmGwP2F/uMfJkzF/8ScXuP3OJS4+9mm6cxF33Pkq9qpFiqygKmtUpBF1iWhFtIKEosgYjaesLq0xKab05ma5fu0aPo6psin5dMrNreuM9ypuPbaOijR5otnY3GBpdpGnn36StaU1jh07wQd/81+/oOTX/5y04ZcI1FffOvo3PadfT5bVF+N18rU6/y/EtOHVY8e8MQZjTGPHVRrhOar/aA63IYgSaxVKwB3+u1FaNepeMaDja2pr8CrAYaifswGrhhSZugn3iUK8b1RbEHjrkFocESKItcDiCbQkUBGDaYF1EiUdSoDWkto6wB/V9ngqY4/6WSXWOaRogqCa6VXP0VejgPlGibXWo7XEe9/MiQoAgQOUbMKOEK5pG/WeIJBMq0aSveWW01gsT/FBoiiirCqMk0jVWJmFAGdsc98QR0dKtUUIDTicFTjvULqZW8V7qqrk5fIHUTpg0B+QRDFxEnPt5iZp6Dhz4gzFNCM3lgf9BwmjCFs3I1S1swQSICQIwXkHQqOkpiorgjCkib9tlM0kSajKEqWa96q0ojYlUiicE4RhiABqUxMEiro2R8p32GwA2JK6NkRhRFHkpGmKlE24V6ADOLKXe2peJn+YpNWiLKZs3rhJO0k4ffYM+/09+nsD0qSF1FDkU1ppyrjKqfo5yWzCZJgx02mxML9G7R2TcR+tIwaDA7rtHtPJkNm5WXQkyCeGVjvCu5id/S2UkiRxSGUs7SDBeovzjv3BgE67Q543AVrWlayvH+PwYISpPZ1uSl0188BJotjfmdDpREzGBwSBot2Z4UH3hzjbBH4JKcA7hJIoqXDWUhtDHMUYZwmCgDzPQUqctVhrKIocUznacdLMQCtBURSEQTNKFkcxSZywcePaC2qt+HpOGxZC/BzwXwI3gD3gQeA/Ar8KpMAl4Ie9930hxH3A/wVMgU8Db/fe3/V3+Bb+zvGCUF4nkylRFLG+vs7a2hreWYRy5FXBYDTGGosQgrKwdGYOMNVNwsIyud5HVtusFUPKOGJufgVXZbhJxcljxwnDACcVTijCJKTdbbO52Wc0nFCWtvmHkobUzpJ2Wkit2R9IotYSB8OAx67eQIuArCo4GFWMSsXGbs1h31LYgCcvDtjqT8jKxvYzmtZUHrK8RCAItMA5gXUepEAFkkQJXGkJY820KrAW0lZMFLewtcXUjmxaMBhnjHLDtHRUNXgbHQVGlAxGOYeDMRmS7eEQoSPWZgqK/at0RElYG5IoZa67xO7mCOU8oVScWF5ifqZNEikWZhJSYei0W4yLnNbsHJWF6xs3ufsVp4lmFdN2xk//5PfxzW/7IT7x5BW+NBwRrS3jioJr25dRHk4fW+H82kmWl1aYmStoxR3a4RKdOGFZW9501wnuO5WyLAe89S13sLQsyMpdikmf2tXc3N7m2sYmadImnzSde3kxYXPvBoeHe3z+C1/Gi5rR5IDtw+scTHbQYYIxiocfucJ/9/O/xJ997PNc29hnkpdc2niWixtPczDqU0wDJEP6h3u8/3/+51x75BJqKeWD/+5DfPjDH2E8vsojD30GpVPW117BQ48eEvp1Hr50kdnuKksLr2L1xDE++pcf5NpTj3JyfZZXvfJOVlZneft338nNjSc5fnyFdrrMiXvOMLY1anHK2996P1uXt4gixblzr8SkhocuPMy4KtjZP2B9fQVrHfOLxygPu2xcHSN0wM3dS1y4fIWL1y+zuLDKzsDw5ve9CZGktNvrnD59nsFkC2cD6lo3c9RKE0QBeTkhCGuSliZtJewN9snykocffoIg6XD10iWKcQFGcfL4nZy993bylqZMAzZuXGMODQcZ3/nGt9Ob7TLY33m+l4W/NV6MhOT/L/4uCMxfvRTG9BJe4DCmqZeJ4/ho9tWDAOsddd1sKAONkqkr7vTvRjqPySpwJbE1WCUJw6Yn1RtHkiTN7J4QeARSSrTWFEWNqZsbf/+VqhwPSjfW4MqAVE0H5ijLEUJgnKOqPcZBXjrq2uO8ZDw1FLXFOgBBbR0OniOuTe2OeI64CgGqkVkbS7FrLMJKK6Q8shE7j7GN2ltbj3H+SGGTNFnFjtpYHqp/p+mWrQ0ISRw4XJWhhUM4j5KKUDcJuMKDFKKpugs0SgnCQKHwaKUwzqKCkEf4Pb5Y/Bu6MykyFBhtOXtmnYXF4+yPMwamRkYR3lrycooA0jiiHadEUUQQWrTUaBmhlSISnvlOwmyqiETN4kKHKAJrS5ypcUfKZV4UKKWPaogE1hrKKqeuKw77Q8BhTEVRZVSmRAiF94LhKOP8+TvZ2e2TFxXGOabFlGkxoTY1zjTBTXVdcenCRbLRFBEpNrZusrm5gzE5o8EhQijieIbhqEKSMJpOCXVMFPaIk5jd/Q3yyYgkDujNdIiigKXVDnkxJkkilIpIZ1KMd4jIsLw4R5E1s76tVg+nPIPpCOscZVkRJzHeQxjGuEqTZwYhJEU1ZTLNmgDNMKY0joW1eVAKrRLStIWxJfjmupJKIoQ4IsEGKZuNGKUVVV1hrWM0HCOlJptOccaCEyRJh9ZMB6tFE86U5wQIqC0r80sEgT6q3XkJXw0IIV4J/H3gXuC9wH1HP/pt4J95718GPAb890eP/wbwo97719L0GH3d4wUR2KQVHPQrFhY82VSjdEAxLpBSMCk9qhgSFRJxHNLLF1lOQtSwD2VN5QRzixHZzgF9FEvdFocTz2B0HZW0ccZSVhnaSrrzswRuwu7ekJ2JYW3OEShLbgTSTAmTmJlFxd7+LsZInFYc5gVKgUbTP6wIWyFV5SkPapwTZIXGmhpdS5yrCSJBkDYVPMrLZjdWNApymTvacUApDMLRzLIEmmriUJEhN54oSBHaUpZgqFEC0mSBid0hUiHEbfp5yXiSMZ0aVBQynGTMJin9YcbetE+ZF/TmuhQCAazNAAAgAElEQVT1AcPDgvn2Kk9t3eT0zSnTcU1nMWJ3Z4f1tVtIyozJpKDbjdg+PMD7CrXVI6+G6LLiwIw5c8txWiImmdGkqs39r7qLQZGRhmu0Fq+R90/S6lRUVYCSnpnZGfqHA9Z7M+zt70OYsHTyBJtXb5CokLTVJr2lRbst2GlNWO7NcvGxA+Y7MV++9ihzS0vEXjLJKmYXjrN7MCaK59jZ3ScNE1ppROkjVk90+cX//Ze55ewt1E6xPx6SJjG2ctTb+6zPnuCxqxv87Fvfxt0f/l0e//KjXN+7yZKqSaSn1U14zRvfyUc+8eecP3WStTti1tpneNv3vJvRdk4prnK4dzeUXXwoqGTMhSuXWejOsrubcPebX8/Z227l2RsDLj19ibe84XYeeOBJgnaPzuwqg5Gjv/EwcVjz8c99mm+63fLgl54mFn/M3Xeep6hL5k+s8sS1LTAWN6k5u34bX8oeJO8fMntslj/7/d/n2NIJvu8Hf4CPfuT3ee23v4uP/uUTDPqHCO+Zn5tjfzJkmE24emODW8/fw95gyGwnIYih3rVcePZZ2kkP1Y258PiznFlaRcUJ7UBQ6Qmd9jInT85jTcRONURZzbEz68/3svC3wkvE9e8e/28C+/WcMPxiDG36ev48/rYQAqraEYZg68Yq646UUeM8oqqRTkAM92TfgVYFoq7BNWQxjCSmrKmBSGsqY6jrHKEUeI9zDYELwxDhDVVVUxqIQxDCNTOwzjYdoaGgqpp5TS8aQipEM39a1U0Ak3Pgqqb/1QrR1Iwc6S5C0lTDWIfy4oh4iyNrMGgpccJzJHjihMAbj5Ae60EKhRCeps3VH42Mhk23p5A4qaitO5r9bUhwbSyhUlS1pTI1zll0oHG+pq4soW4CLNOosUnrUFKVJXHcQrlmDlJrSVlVgOPB4kM4XyGsQHjJq1s/zFPiQ01irQiZ63WonUWJGBXl2DpBa49zzfvUoaauauIgoKoqEJIoSSmyHCkkKtAopdBKUGpDFARMRxWBVgyzEUEUomjs3WGYUFam2VCoKpTwKC1xXhInMRevXKbVauG8oDIGpSTegSsr4iDhs9lv8N7Fn6b7qlcwGo7Iq5xI+OdeZ3Z+mZ29fVppQtSRxCplcW2FurQ4MqqqCy4AAU6ohlgGAWWl6M7P0Wq3mRY12XjKwnyHwWCMUAE6iDC1J8uHKOnZ6x9g2p7hcIIS23Q6bax3hEnMOC+awC7jaMVtBnaIrSuCOGRnc5MkTFg/vs7u9iazy8uc3/8uvlz/Fhxd05VpXAdZXtBud5skY62OOoU9k+kUrQLQimzc2JKFVGgBTlq0jkiSALyidAbhJXEr+dovBC9evAH4I+99BiCE+AjQAnre+08ePee3gD8QQvSAjvf+s0ePfxB459f6gL/aeEEor4eDA9JEsL9/yGg6oK4KrC8p7ZTV1ZjF1R5ireD0zsPcuTrg1tWSpZNzqNmU04vzyLpGas387AxFXhCIkDTs0Mk8MitpxQGd+Q6Xn72C9BMW5wV3nZvj5qHnqW2odYLudJmUBZWBpYUlknZCGESkUQ9fS2ohsR4m0wqpJcZ7rPcUeQ0epK5BgbOQDz0BEfXUksSSMAKpHc47RpWBELySBEqjlIWgYFA4eq0OzpVkWQEy5kTvZbSiHgf9A7Z22iAkEoOrHcI4poMB1XDKUtqlGk6RTjCZjMmmJTubA1w1y9qx81y69jAr8yFJTzGzHDHOKlbWTjDNMy5d3sDbiBsbmwiaFMYrNy6RJm1kDWVZcuWpi7ScoktIkQ3oDzKOLZ1lZ+caj3zGkMSactKjGG1jshFPPfIgOrBMbIkPNV5JtE7ozMyjg5TN7UOKrGTrZp9yohkfCMIVy4GdcMfpe5kNlmmlSywsLCFkswkgvSDWEdm4pD/oY71Fak1//4But01eFKRBSDduI73GIDkoJ0T7OaJ7gktPXkIc7nD6xBz7tee+N3wnd9/5Lj77wJc4dfIkd9x6nPd+xzu5svEYWin2hwVOdvkPn/hzWp2IY+ur4D1RFNGd7XB5a4NHH9/hk488yHZRQb5LEM7yure8ndmFY6ycjLnjVSc5de4kFx7bZfuZglh0Ob58HClzVk5EjLNrDIY3ODsjWViJed2b34aPR1z48mfIzZTf/dVf59WvfitFZPkffvEXaHcVjz74AJtXnmapHXNj6ylG0z288Zw9dY7bbrkV4Wt0BKNRybXL+5w/f4a77z7PNJtiy5xuO8HpmjyfgO6gi4TzJztc275MNj3grlNn+LZ3fgvrxxef72XhPxsvNhLy9YJvVKL0El54qOsKJRvSaEyNd7YJH/KGOFaEcQCR49Xlt9OJatqRI0oCRKBIw7BRMoUgCAKstQ1BkhptAeuaedrwqEMU08zItgPyCiYleKEQWj+nhEZhiFLqudfBw1cy8axtfldjHAbXJDYhRKMW48HWIGnmdZUEKQHRhDPVrnmeFzxXr4Nw1A4C1dh6G+VWkQRdtAyo64qiarQLcZRMjPfYusbVlkgFuNoiaFJkjXGUhcG7gDhpk2VDolAiNQTRUTdqnGCtZZrl4BV5UdBU9XiyYoqSCuHBOccXxr+O8oIAibM1VW2JwxZlmTM69CgpcUZj6xJvaybDIUI2yvlXfMxCSHQQIqSiKCqcdRRFjTMCUwlEBLU3dNIZAtGomWEYAY11WsBzduy6bqpfEIK6qtBaNZsFQqClRvhGba+dRVYWdMp0PEXUJWkSUjnoza3Q7azQ7w9J0oROO2F1eYWsGDUKfO3wImB3fw+lG6IMvtngCDRZkTMalxyMBpTWgauQMmBuYYkgjIkSRbuXkrZSJqOScuKQaOIoBixxIjE2pzY5LS0II8ncwhIow3R4iPOWjWvXmO0t4KTnwsVn0FowGgwosgmhUuTlpOm89dBK27RbbfAeIZtsmjyraLdTut0Wxlo4GoNDeKw1IDTCSlqJJi8zrK3opilLy4skcfg1XAG+IfA3HaN6QVm1v1p4QSivM50lrDXMz61yONohDZcw1Zi0FRAVjr1IEO1ucke3IhdtUp1SHB7SHefkuiIQjsA5Brv7yEjjhaSoHD6NmWvPU+QZ0hScO7PCcG+fvG/Z7Vcs90J2RyVlv+KwrFlf6XKwPWKiKibCUBTgfUheQRw10fKtJCKflKhAoEKNROCNpa4dxgqmtUcGJXUBnTQEGzXHYyomed1EijuQsglriGvBXKtDJ86ZXRXs7XU5GNW0Ol12Jo+ysnyK+9/0NmQ44k//3Z9hXUmYhHg9z+72LnHQobCKwltcoLixtcXJYycYHe6jEsHOtauEySyTfcPgcJ8zZ25j49rnUKdOooOU2dke+wd9Bod9zp47y+7eAafP9FBCUpaec3eeoxxNEQEsLy8QBQGLSx0Gg32OHbOceMX9TKtniLrLIE5QVxUnT6yS9trYsoJWCoFgb3ML10po9dqk7Q5ZOUTLYyBThrvX6egek07NyAzxWOqqQFqFcxrrLFGrsWktLCxTlGNEFNAfDmglKQcHBzgpSVoRw9GQqoZOr8Nev8/KyWNUk8c4e/cCh0sx1x69jCkrTs0FJAvLWD/kljNvpDq4wk/+2M/xqvveyqVnHmfrykW+9Z3fxpVnH+NGf4tz+Vlwiq2bBxwejPjOd7+O/Ye+yGtO3c5Dz2zyO//2o9xz35uJkoKPf+RDLC4u8eBnLnJsbZb4bMLSFy1GDEjXSs7f8Ro+/dcbnD71cnJ3jT//D5/htd/6Om70r7GoziCDHtHMApVqc+LkEnWeMe4NKd0M3fYSt94+T5kXvPLl30KYhghhKPIcayLqupnzac+GOFsxHRwy6I942e23sr19jfvvu5cg0hRVn05rjcnOmHOnF/gv3vM2nrywy2BYkB3eYG2u83wvCy/hJbyEvwW+kTcT9NEsYxjEVKZEyQDnDFoJpIVKCWRV0NYOJxRKKGxdoY3FCoc8IoamrEAKvGhIF0oR6rCZ9/SOVhpRVxW29lS1I9KSynhc7aicJ4k0VWGQwmGEb9L3kVhHkwTM0VzrkRor5NF9pvf/KTzHN2quMU2CMF4ezbo6zJFVudFiG0gBodJoYQliKEtN7T1aa0ozIooSZheWEKJmZ2sXj2sqcYKQsiiRWuM8WJoQo7wsSOOEuq4QDsosQ6gAUznq2pKmHYr8EJGkSKma3tuqpq5rWq0WZVWRpgECgXOOVqeFMxYhIIpCpBSEkaauK+LEk0SzWDdB6ghEgneOJIlRgcYffQZIqIqy2RgPFFprjK0JRAxCUZc5Wmis9tS+BjzOuYaEeoHANxwYCMMIaw1CNXPMSimqqgbRfDbGGJxr+nHLuiJOY5wZ0eqGVKUkH2V450gDiQojPC1a6TyuynjisaeY6S0ynYwosymLy0tkU0deF7RsC7ygqGrq2rCyMkc1HDCbdhhMCm5s7tDtzSOVZW9nkzAMGR5OiOMA1VJEA48XNSp2tDtdDg5y0rSL8zl7u4fMLs1R1BmhaIEMkDrEC02SRnhnMUGNRRPokCvtfwtO0esuIlRzfqyz4FVz3hCoUOIriamb4+122pRFxlyv2wShuQqtYkzZ1PAcW11kPCmpjcPWOXH4gqAbLxb8NfCbQohfpOFx7wL+T6AvhHiD9/5TwA8CnzyaeR0LIV7jvf88jd346x4vCOVV+A7Wwt7uiIX5BSb5iFaaolBUgSapNKeOdxkWQwKnENZhwppoKWS6d9iwwUSSJhFaSawpSGJNEDpGxYg6kJRRgFeeOE6462XLnLoViCXzC/PsmxohFQejCZmB3UmNNYIwSKhNTTtsisWlhHJaEkagYomTDq0MUoEzTYhDlEimDjIluT6t2BgXbE1L+pUkQ1KLAKc0LhDEHUUYSWZmNWHc5cozBcWkQMmCvAj5B//4Z7nn/tejW3D6zCuJoxZaNT1bOzv7nDl7FnBU9ZDu/Czv/PZ3sb60TCACevOrKB1y7vRdxHMz2NKTZ54LTzzLSm+Bg4MJjz31FOlMivM1r7rnVXS7C5y/5RyLq54zty5y36vvZK6TcPvZ05w6vsb66hxlVVJXirneOkvzZ5DxPvPzS7Q6BhEEdHs9bOk43Bqwf2Ofw+0BW1f36bQWuXlzwM5ezsVnttjbFzz59IN8+fHP43zEYJIR+eYfoghSpGjRnlnAWYdxmv3+kOF0zOVr15hOpty4fBWN5NK1K6Akua2Y5hm7B3t0u3OMhmM63R4Hm/tcfGLA0tzd9AeCBz/355x91Sv4oR/9CVbXLBeefpTPfPnX+fC//zfs39xBqozFXoezt97J//gvfok3f/P9vPrec6i4Yn93kzvvuIu5xUX+8oO/Tu+eWwnX7uDhTz7A977321haX+TZ69fZ388JWpLKW/7s43/JqdZp7vvm7+OJ/SHf/ur3srx2nOs3H+b0eculZx/iVe/8FtbbZzgYwnjnJu/9/u/ioc88wA/+yD/kX/7K7/KFZ57k2Y2n6KbLBGHC3Pw8RV2TtBSDwT793T7D3UOy8QhMhqinlNMpi715ivEB44NN/vLjH6OjAop+n+uXLhDaWQ5vfJmX3Wt49sqn+PiffoB68Cz33NLhjtuPsb7We76XhZfwt8Q3Mnl5Cd/o0HgPZWmOOl4NWqmGQEmBcoI00RhXI3wTYOSlR0YSW9VNr4xqkoKFEHhnUUogpG9CnITAStkQHKnodiOSFqAgDAMq5xE0tlProbQe70BKhfMOLcVzlTbOOqRsiKsXHimOLMO+6WhVsqniMQJy6ymsozSO2gks0BiGRdPhqpt5RR0KhNRkE4uzDoTFOsn/w957RlmW3VWev2OufT58REb6yvJeElUSIIMsqEEISoUphFDTAqYFCAGD754BhgaG7sUwGNEDjFoYNWIwkjACWgZJSKgMpTKZVVmZVekzfDx/37vm3HPmw40SrDV0D9BClahzf8r1YmXEifvOOi/22fu/98Ejx2jNzCIUxLV2VY2D4HH3brIsJ67VAId1Bs/3WFpcIvQDBBLPCxFCUo+bKN/DWShLSEYJgfYpCsNwNEJ5Coej3WyjtU89rhGEENd92p0GvlY0ajFRVIVMWmtxtvp7K/BjhMyrehVdKdLa83DWUWQF+TSnyAqySY5WPmlakGWW8TglzwWj8YDBsMezVUOSyoKNVAiqCiCcwzlBnhuKPaW4LEumyQSBYDKZfGY+2tiSLM/QnocxBq098jQnGRUEXpOiEAx628TtFo88dpwgdIzHQ7qDC6xtXCCfZghREniaWr3BqdPPMDc3Q6dVQ0hLnmc0Gg0832fn8gW8Zh0RNhju9ti3vEAQBiSTqjNVKoHFsbW9S6Rj2nP7GOUFi+1lgjBkmg6Ja44k6dNemifUMXkBJpuyvG+ZQbfP6oGDnD1zid54TDId46nK7uv7PtZapAJT5BR5gckKjCmqIldXYk2Jr32sySnzlN2tLbSQlEXBNBkjnU+eDmi2HMmky/bmJZxJaMWaer16r6/iswPn3MPAe4BHgN8DPr73pTcBPyOEeAy4Hfixvde/Gfi/hBB/RXVnM/jcrvizjyviKkT4ljicpdaeMk0kzUabyTilYErd89HkjIt5wiLg3KULLIqIXI7o930aTY+44WOTnCEOJy2hrxkmY3KnwElm59rs9AbE8yHBkTYNXeOmQPECFI9e6HHHnXOYrqYzFzHpjbl4rkcxgHHmo+uGSazxk4IgVwxKSyir2HTtS3QYsztIGBsLTlOW4JBV6h9gZWWnEJQoT6GFJdI+tdCwMN9ie3PA5a0x6aSgDASveMVdBK0VnG2Spz2EmLC4tMCl9Uf4ynu/imTksbvbo9G0bG1t0mq28YIaRV5w/6fupxa1uObaIxw//ihpahgOe7z2S+/mv3zwE9x12+1sbGxANMOKLaifjciGXQ4cmKeQY6xxjJOM1fYcqYioM0tpuhRsMhrlZHkLIzzAcuHMRQ4dOMClixfZt7jIznaXVE7wlIBA04paXBwlrO5fgsmIc5ubSL8KGNrpbjOvfXQ8SyuM2NzZImg0mJYl6xvbzM3NMZlMuHRpDe1p2q0W3e4O9Xqdj3z8z7jna+4h2Z3S6/fwQ832zi4HDh5glIypzczT29kiDP1qRknUefzJ8zz00AN853e/jdXFGh/75AO86zffQeRdz3e85Tt59OkdOsUDLB07xtbmGr6vOP3EM1xz8DA753pce831dJZuZHP3aR48fY57/sU9PPHYkzz68GOkd074km+8h9//lXdz990jPvqhT3Hs6Aqzs0t86EO/x3jS59TlJ5j216B3kqefGfHlN34jS+0FMiO4+yWv5dLpdbJ2xvUL8+wMNtm8eIETp08xei9kowvcettrObTicWHrMZ53w1fQ2+jTXIoZTVO2dnscXVlG1No4DE+fe4KXvOyFTHZ3OH3iNAcOXYOuhXzh134ZbGoOzfloZZlbWgGzyjWrC9x9022oRshHPrrFXz32FPv3HaLVbj3Xx8JV/P/gKjn97OLzce71f1QIAUr7aK/EGlHV4hiLo0RJicBirI+0kkk6JUBhhaEoJFoLlJa40mJwOFHZWE1ZYhF7c4EeWVEgAoX2NVpomlKgEAymBc2WjysEnq8oC0M6KbAGjBEILSiVRJQlygoK55DwmaRXISW5KTHVkOweOXV7RtdKZXV7Vl8hqleVrEhu4HvkWUGaGWzpcBLm5ls8of8A0PRLQU5GEATkaYZc8SiNwBQFWlcJwVp71WyjtfR6PbTyqNVihqMh1jqSScHiQoftnS6dZossTUH5CCxqorBFQRT5WGFwrgqbCoWPRaHxcK7AkmGMxVqNpQqOmiZToiginU4Jg4A8LygpkUKAFHhKk5mSMAqgNEyyDGR1uZDnOUEgEcrDl4osz5Cq6sxN05wg8Ku6ljT9jB0837MH73a3WV5ZxuRlNYKmqu8XxXFV3egHFHmGlBLnSkDzyfH/zY39r+LI0cNEgWK32+eOO29FyTpHDhxhkOR4rkdQy6vuWilIRhNqcUw+yanV6nhhg6xI6CcTVhZXGA1HDAdDbNswt7rC+oXLdDqG3Z0etVqI7wfs7HQxZUEyHVEWKeRjkknJUmOVwPOxDjqzi0zHKdaz1IOAvMjIplNGyRizDtZMaTYXMaFgmg1p1ZcoM4cOFMZasqKgFoSgPMCRTEbMznUo85zxKCGOawil6OxbgEwQ+1V1kx+E4EJqYUCn0URoxc5uRm84JopitHeVvH424Zz7CeAn/o4v3f13vHZiL8QJIcQPAA/9U67tc4ErgryGWnP58gbz87NoLKNxH0hZmNvPcGdEUWakbcmD7ds5plIubp2kmdSo1RLGJifdmuB7daQf4Aceg/6AetBAxAFZljIc9um0m5SktKyP74UsXj9LtnWB29oBn/hYn5e85lYCP0KuCF7xqhWiOcV4/TI4jZGaP//Eg5zvZcQbOdtFSL8/Jk1KVDomLSVCKlwJWnmYMiWKIkajBGclzWaT0A+ZTHNaDUFck4RKc+rUBk5JjJLc9y+/AVlbpbexhRc36Pe2CJJ5tJih33NMpgF2xrF+9gSNaJ5orkMgYkajHk0RkEwKAt9nlCQ8fuJREIL9q4dp1yI++Od/QT1aZTr0SNIcsbnGzOIsYVynFDAZpYS+z8LyEu0Zy9Jck8eeepL6QXjm6XMsLx7mwtkNvuCuWdQ44SMfPs0dLzrGxx+6n7mZGc7t7NCYnWfF02STERObk6dT2i3FxbWTIAXJeEDhAoQO2X/kWiaTAaPRhMFwgs1BlVOUCmg122zvbDEz22EyVbQ7LSajhNnZWUajES9/5Ss4f+4cQVBZX/wwIm5GrK9vMDu/QNAM2Bqu0wyaTMqCra2nca7HTdcd4JOf+BNC0eAjH/ozXvrSV/Obv/ktfNu3/EtqrVmCOcnH3v0pGvWIm26+jRPHTzMaD3nLv/5Wbr3lDuht8/xbV3nPn7yXj/zhJRYOHWVmqaDXP45wE2Q9Y3Eh4Pu++zt5z+/9JpYajz/8INfd9EKua8Xc9lXfQ1NJHlp7il//7Uc5dGyWG/c/j4c/+ON85/f+Gx549Dzr3Zy4scyJJ+7nrrtvQ8uC626/l/f+/P/CG9/ybZhWmzNP9lBBxrxcJjo04vDijexb3Meon9Gc0XzhXbdibIFaOExn5hCLC3ViZjkcSjZmN7jpBV/Erh2xWJtlYjr88YcfojA+zaZHczbiqDxKu13nmfPnn+tj4Sr+G7hKXK/iKv7rkFKQTjP8wKvmNo0BSnw/wuQG6yylJ+h7LWqiJM3G6FKhVUnpwOYlUmiQsiKuRVHNvCpJaUsKU+B7GodFu6pP1KvH2GxCy5N0dwtmF5pVWFII8/MhyheYbApO4oRgu9tnUlhUasmcpCjKat61LLHAs0ZgsVeP8yyBBtBao2Q1l6l1ZSdWQjBOsr35V8HqgVVQIQ9n/wmlAkyRI0sfgU9RQFlKnA/pZIRWAdL3UCiMKRBa7iX1SkxpGI6GAERhjKcl29s7KBVRmr02hTzF25vrdQJKU10S+GGIw1WCwniMimpMkglBEDOdpLQ7PsIYdnbGtDp1uoMevuczyXO07xMKiS0NpbNYa/E8mKbjShktDc5JhFBEtRqlMZiyCotyFoTLEaXE8zyyLMP3fcpn55hNWSnyxjA3P890Mq3qhJxDKIWnFVma4vkB0pPkRVbNwTpLliVAgaorut0tJJqdnS3mZhe4dOlRDh48gPZ8pC/YvdxFK0Wj2WI0GmOM4eChQzSbLcgz2s2Qtc0NdjZTgijGCxxFMQKqxo0gkFxz9Ahra5dwaIaDPvVGh7qnaC4fRQtBPx1zcW1IXPNpRG0GO6c4fPRa+oMJaeFQOmA07tPuNJHCUW+tsHH2KVYPHsRpj8m4QMiSQITIyBAHDaIgxBQW7Qk6nWZVKxXEeH5OEGgUHrEUZF5Goz1D7gyB9iitx9ZOH+uqSyDPV8SihufpStG+iucKrxVC/CAV5zsPfNNzu5z/flwR5LXRUiyUNTrtFkm6gxvU8YMFxuMJ89fPMN6wZGu7pAvLPK0U44U5bjrzEQbWsbq4zGQy2SuXzhj2HFEwgyVldq7BpfUR7U4NJ3KUqoISuoM+i0cOkjctZmPEK1+5ytmnNjhycBUhJOtnLiEvJhy//DS1sMO+2UXEyOf0yR5rBoSd4lyVIFxY9rpSDVFYpakFzTl2ezvsWz3E+maXMI5QpWGl1cBrWU4/dQlkhJMhtz3vVu64+26G6YTx9jmKZJeNrYzDh17AeNxlkk658cab2Ld8kN3RDvN3vIh9ywtsbg8ZJ5d4/rFr2d5IUbpHGAYM+n3iKGRleT+D3pCdNOHoTXdh8oz1jSdo6GUu2wvM+ot4pqTVaKPrAb4sGA12KLFsrK8ThwHdzW2OHT3EkWta3Hnr3exu7XLopiNcd/21XLpwhte/6sVkaUFUa7K12yMtd2k193H57NPUwj6LC/vpdrvMzizTDucZp2O2trYYZBPaUYQSAdNsxP79hxiNdyhyh6Pk3JkzHD38CrIko7vVJahHTCYThoMhrWaD+dmF6sO6dOQAOOJmnbzM2DizRhTEbO5sM7swy+rB69jZ7XPy7A4HDl7PD/2b7+Ltb/s+3vGrv8oLX/AyLm/0eeyJj9Ko7WN+Zh9vvO9r+fjHTpIZwS/8wjt54onHGdwJ50+fY5rDTOcI06mH0/PcstzAT2exfpPHHrvET/7MT6GClDRZYX074c/+6AF+8Vd/jaJZcPDAEX74u9/OymKbO2/TvPBlb+Y3f+VdvO4t9/L0+mkWFuoMdjb59IlH2V7fIg6bvPgld7G5u8FLvu5f88u/8k6+7o1fTlpoFjsNTLKFTWvU4zbJaJ3G7Az7569hONqk1mniTSWdukDXQs6eyXlyq0soVxmfnBCHBWfdBuuXumzuJMwt1Dnx5Bqehl5/g8AP9uolruJKxFXi+k+Hq+rr5we0FgSh2gtcynFGIWU1q+rXPcoMbMhhZaYAACAASURBVJpjg4BECMrAp5HsUgBREFCWJQ7QylIUIKVPRX4108zgeepvOlOB3BQEKsZqh80M8/Mhk3FGHIUgBOlkipiWjNIEpTxCLwAjScYFqYXKp/w3uSp7TbQoWU12SeWTFzlhGJFl1VymcI5Qa4TnSMZpFUuMpNlq0up0KGzJI/mv4UxOllniuI0xBaUtacQNICI3Oc3WDFEYkGUFpkxptWrkmUWIAqkkRVH9vDCMKIqCLDfUGh2stWTZCCVCUjfFlwJhHZ72EEoihcMUGQ4YpClKSooso1aLiWserWaHIi8IGjXqjTrpJGFpfhZbWpT2yPIC63I8HZJOEpQqCPyIPC/w/RAnA0pryLKs6oVVCkFFtqMoxpQ5zlbPcTKZUKvVKEtLnudIpSjLslKcPV2lRguBcG7v4gCUri4npkmKUpWa6wc+UVwnzws+lbyLL4neypMnj3P0yDWcO3+BTmeONCsYjnbRKiTwIlZXV9jdHVNawS233M5oNMK0YJJMsRY8L64uEmRAM9TI0gdpGQ6nnH76NEJabBmic8PdX/DFnLtwAasdURRz8sQJwsCj1RTMzB3g0vmLLB1YIUkTgkBR5CnD0YAsy1FSMzvbIStSZvcd4tz5C+xbXcI6gfAKbJkjraoEGJOhfY/Ir1GYrArGKsFTAqklk4lllOUoIsy4REnHhIx0WpDlJX6gGY1TpICiSD/TjXwVzw2cc++hshl/3kA823f2XOJ1932NC8M6ZeHTH5+nEc6hfEgnJS4taHSW2R5dppBtap6j7lJic4YXrJ3gYgk4S9iJofRJ0i6ZzWjUV4jrDeqNNmtb2wilcGKvsLkoECEcXF2kLhM2L0/pjjPW1s9y843XE8ctxtOAx06u84EHT7GxNwOjdICRGTrTSAEWAw4Mgpn2HNMsxziHdpbZuTmSScYNt95JFOY8fv8ncdMcrQKi2izbyS5ffe9XIlRI3GwjVUAie8ihhkAyzM8wE9/ENJlQFgbf8ynGQ8pGzmQqWG4uUNqSdDqlFjuSxFJvxiRpji1T6nGH3mDAwsI86bDH5nbCwuo8hXQ0MggaEafOXWB5f4tinBLLGklRcvsdNzN1Q+ZrMcYmFFPJNQevI/YDtDeB0iONx/i1VfJ0k+5mH9+L0KGkHEO/u860FEz7mu3eEOlXBeK9bo+wFjLs7mJdSWosrVaHaTYlK3LmZmax1pDnOf3hgBLwdFSVwZcZLjNQOg6urvL4yae46eZrSXo9VBjSHwwIgxgnHJ728T2f7a1Nmp06g90N5mZXiLVkaWme5932PN7xjn/LD/7gT3P8xKN85C8e4eDCNRy+4ShzC00unn+S3/ndD2PjLj/w9u/n537mP/D8F76IR586y6te/MV89FMf59ihVW45eogzu+fpraW88pWv4k8/+Af89QO7XDx/gZ/72X9Pr3gYf7Kf3fQsg4uWrbVL3P4VL2D10DLfcu9X8bM/9ktEjQ4HVvYxTickGXz4o5/i5NOfZOvihPPnN8ndEM9fYNS/zL7VRWz3Eve+8etpLh6h3laEQ0VY7+A3fC6vr1Or5YRaUuoGhJq1c+c4su8gw+6QVqvF9q7kzMXHWWi3udgdsn7hcQ6sHmGYWKJAsrs5wrgCHQnyPOVXfvldV1RKnRDi731Yfb4SkKvE9Z8eny9753O1V5xzV9Q5AbC0us8pqXBOUpgpWvkIUSX7Yi3aC8lNihUet4uvRWNRbkI7HTF1AA7pVWNHZZljsWgVorRGa480y9kbNUVrhbUOVNVRqoQhS6vqmTSd0Gg09jpHJcNxxlZ/TGqfTRSWOGER9m+bgqsgJ1/7lNbuhTG5vdldS6PZQkrHqNfFWYsUsiK3Zc7yyjJCSJT2OC7eg6FAmMp2a2yCpxoVMXcOKSTOGJy2lBYCHeCcw9oSpaoqP+0pTGnBWZTyKIwh8H1KU5DnBj8McAK0Bakl48mUMPKwpkQJTWkdrVaDEoOvFI4SW0ItqqOkRMqyesbKIFWItRlFZpBCIpTAGar2CQS2EGS5QchqFjnfI9Umz3FU7Q+e9iht1ezgez5gsdZRmAJHVRtUPV+LKx04iKOQ4XhcVc0UBUJKCmOQUlX7QEqEqKqAtK8xeYrvhygheH7wJlrNNufOneTYsRsZjYbs7A6I/Bpxo4YfaNLJiMvrO6AKrjlyDWeffobWzAzD8YT52Rl2e11qUUizFjPJpxRpyfz8PFs7G/R7OdPplJtvupHCDZBlRF5OMKkjS1Nai23COOTRhx7k5utvQWmfKAwxZdUVvLPbY5x0yaYlk2mGwyCEjzEpYRhAkbKyuo+TwfuqENJCILWH1JI0zVDaIgUgNKjqEiYOI0xh0FqT54JJOsTXHtPCkE2HRGENUzqkFBSZwVLN0lprOX/u4hV1VjTEins+3/pcL+P/g4f4j4zc2hX1rK40XBHk9b5vvc81Gg021jdQnkOzRLtT5/SpZ4iikM5MiyKTlKUiFV2CdMKBjkQ+9X68sYexVXjB7EyLYZaw/8ABpsYwyAs6s3MMx1O0DhG+RJQ5XiARCOq1iMgLIJ8w7XepNQ7y4PEnMCh+9+MXGGhABZAXWPdsnp8D5WhELTydI6SgJSLydshCo0b/8WcwMzG3vuhFxJ0ZXFrS7xmuvf0GRnaXZmL4xXe8k9DzuOdN9xHFTaQocQU4T5EkSRVSoCXDnT6DyZjlwwfoeDHTcoJzjiRJmJ/dxzTJyLKMleVVMjdCOEsYBYxHY0aDKcKXREFIzS0Q1kbUwjpHDi8Rtz3mZ2cZXdymvtQhrEf0ertEYUAy7CONZWlphe1ul/0r+3j69DPMLywSxhEXt7YJYsHZZzYJnWJaphzcf5DeKOXy5gZJUiUR9npditxishLrwAsCgiik299FSkkcRQg0yTShVovxJDQ8xc7WOuNpzuLqMT75wKc4dPgQnZkZut1u1eFaFgRBRKvVZP3yOtvbO7Q7bYIwYDgYsLIwx9bWNnOtOUxmkKFG+JosTVleXuHIYpvS7lKaOh/8sw9zw7U3ceLxT/OFL7mZ+x85wfNecCd//hef5t//xA/xfW/9fp7/Ra+ja9a54cgxynzItBxiRpraQovf/rX38B3f9RZkmCLLmGdOHufQ6n6uv+EmTJryzMUxf/Wxv+RFL7+F0UAw3TjNIMq5/djdXFhb5+CRGT780cdp1RSPPbrG+aee4mWv+CKWrznG9s4aa0+dpVlr8dCJT3LNkZvJspRjR+fxah3QfZJeA+2XRJFg4/JlpsOCMI6RKuL6m19M0TvB6PIzzO5vcX5rkyKf4UMf+BgHjixx7XXX0V8f0+2fJJRNpukOraNHGG6MaMwfpNmo8/O/+PNX1OH5DyGv8M+DhDxLMP4+a71KXD93+MfunStFuf1c7pUrkbyuHlx1WmuyLAPhkARoX5OMJygl8TyNs1XybEnBbfZeIg/EeBNRVmFK1gl8X2NsSRRFlM5hrMXzfQpTkUakAFcFLoFA66oOB1tiixylY/qjEQ7BWneKEVQK6R4p/dvQSiOFBSHQSJyn8LWiGE5wvuLCzJ+iPJ+by6+lKBz1Vh3jcnTpOHvuIkoIlvevopTmuHg3WHBSUBoDCKSEIjeY0hDEEb5QlK6yIZvSEHhV1Y21ljCIqsv5vSqX0pSYogQpUFKiCJCqCsGK4xClBYHvY6Y5KvRQSlEUefV/iwLhHEEQkhUFURiSJAmBHyCVYprnSAWTJEMhKJ0ljiJyY0mzlNKUICRFkWMtVQATIKT8jDIMVGo0AlNW9S0C0FKQZ2lV5RPV6fV7xHGE51VKdnXBYauOWK1J04w8z/A8r7JMG0Po+2R5jq99nK2SmZECa0uCIOSu4BtxFDin2NnaoV5vMBoOmJlt0huMaHdabO8MuPGGYzzx2BO0Z5bIXca52vu52b6B0hmcEahAs3ZhjcNHDoIsEU6RjEfEYUS90cCVJUla0tvdZWauiTFQpgmFsrRqHaZpRlTz2Nkd4inBcJgyGSfMzc0Q1mpkeUo2nqC1R3/UpRY3sNZypvZ7SOWBMJSFRkiHUpBOU6yxSKUQQlFvzGKLESZN8COPaZZhrcfO1i5RHFKr1zBZSV6MUWhKm6NrMSY16CBGa8XZs2evqLPiKnn954srwjY82tUEKiaOFqk3a+xs99jt7rL/0H6mI8H2Vhc/LKpUNhei6nNsT/rcgGSgK0tFmuckkzGdTos8GVIKRRxFjEcjZpeW6A+HpMbQaoS0ag20sBRpgsPhBw2aB8Y8c/4E7Qj2tSN+XUt8OuT5ECcsWvuYwiGkpR7U6IQR87NtRqM+FzZ61HYt8rabeeW3vgXrBejUkSQ5k6ZgdbGgu3OOyJsj8yNuvuNmnnjkBFE8iyOHQlKPW2wN+wR+naqXLWN2bg7bV6hCMLY5g/6Yer2Or+sM+n2yLGNmZoa19QvEcYxQBikdcehxsNUmiELmZuvsDEYcOXqYmZkOu9tjPKm5vLbG8uwMZWoZjvrMzcxUN5e1AIlj3JesLO/jzOU1Gu0Ou4MBapow2F7H2jaNMGa0tcskn3Ki+wRChmRexjQtyPMSQY1pPqjCFpSgPx6hpgm+9vADzeOPPMrc4jLtmQ7D8Ridj7kwyZnpLBA2BM+cPcvK6go4wbQ3JsSDvMTkBuEyjp8/zqHDh6lFAcNhgsgt+xZXGCS7tGfnkNqnMzODtTlGOKLAQ1OSFYb//ZfeyWtuv5NX3/s1fOh970a0HJNshjtveDF//akHUOkYozPOZ7t8/Y3L/OgP/RIH3/ZmGvECP/Pvfpof/7F/i4gXCaMRnoSPf+gkUZnwNW/+Oj7y8Y+xkk657pYbOT/8KPd92z387I//HD/6kz/Bnz6S8uqlIzz01FO8+tWv5+1v+15e8vKjvOblr+PoDY+RZrfy8Kee4nff9U5uf/4dTLXCyi1uOXotmxuXuffeN9CslZTRDLvdHQ7csUy3v8UL73oZ3/s9P8L+Ax3as3P8nz//q+z84juoNyNe8S9ezA+8+Y10Tp5mfmWVN973Zh554hQXTn2SF3zFyylrL+bpc0Pe/0d/wgd+54McOXaU1995Y5XKeBX/pPjbBONv//vvIj9XievnFv8YEvrse/R3vVefS0J7da+AKQRSKJTyUVqTZwVFnhPFIaWpAnmkrOpjBBKlI/KyoA4Y4XBUFSFlWeJ5GlsaHOIz1Sl+EFKY6lLb07IinoC1piLLUuPFhmQywlMQepKLAgQezppKTRWCZ7UDrRSeUgSehzEFk6xAFwWi2WD+0AEeF+8htHVKY3lc/y46cNi85DbxJqwUNFsNRoMRSnk8zrsRVqCUJjcFUlZ/5jlXzXlSgLBghKXYU9Ck0BRFUc2V+h5pNkWpqr8TqkCoKAqRSuL7mrwwxLUY3/PIc4MUgmlaZWe40u3NBHuV2qkru6gxgjAMmaQpWvvkxiBsiclSHB5aVipqaS3DfIQQCisspa3UYNBYWxFVRDXHLEqBFAKpBKPhED8I8LxKIZbWMC0dvuejtGAySSq10QnKwqCQVfKwdVgso8mIKI7RSmIKAxbCIKQwOZ7nI6RA+wHOVRcPSgokjsfcuwnP3cVCs8X8yj52Ni6BhtJ6tBsz9Ht9sAYnLFNbsK8R8qcnf5KDhw9wQv0/nD79JNdfdx2ogIvyFEf4Ebo7Y5QrWdm/j53uLmFZUm82mJpdVg+u8MypM1x/ww1sDS0LQUx/PGZhYZnjx08wO1djYX6JuD7E2iaDXsLapYu0Wi1KKXBkNOM6WZayu/JROroB0icvMqJWSF5kzHTmOHHiJFHk4fk+Z85eID93Dq0V84uzXLN/FW+cEIQRq6sHGI7GTJMunfYcTs+STAo2NrcYre0Q12KW2w2EuGobvorPHq4I8uoFjuF4GycE+W5CFDXo9naIYg/jpszOR1w8P2R58RAmG9NNClr1GXrTgmZjlrXLfcJ6SBxLev0NGlGb3FgochqtObbX1ukszBI5jzQZkYsCpT0adR9fBBSTEX6wn9X5OucnYy50R7zm+kXed2IdJUGUAcqT1Fs1VudaSAP1wMO5Idl4xLUrdW68805q+68nI0K5EZcDw9xci/2ZRbGEXvWYyiGT3YLrbzjMxdPnuXDhAgcPLlOYnJ3hDrWozeW1yywszDFJRtQW66y2VjGjKYWuOk6zPCUKA0bDPrOzHZJkzPLKAoIGkS+Y67QoiimlytCNEBtpbpnfR687JGXKTNwk2xgiG1UvWrPTYXdzjf4ow1rH/HyLPC0ZTC+SXJ5nmBTsJl0a9YikO6qCE7wdNrZScqsZlhaNIMty1p9YY3l1heFok95olyOHbmBjfYN6vY7yFLs7XWbbbfIs59obb2B5eZX1y5expmBp9VZEf41pNsEWBc12m2HSpzAlgSfoj8cI6VhcWuby5YsEQcBg2AczpRHXETKoCLLnEfghOEtmEgJPkQ3H1Op1ChzjNOMLr72WL7/nXq47EqHFy1k/fpGBO8uN1z6feL3NLTfdzhP3X+K69nX8xjvfwTe85a0cf/gvePHLXsM33POVZNMhFy+fYWm2xtNPPcTLX3oHf/S+XydsWRZW6jzv2DX0h4I5b47f/4338su/8Vu86RXP58te81p+5y+Pc/DIdfzw930r3/jmVzA390IefPBpTl28wEK7zfGPHufEhafZ2DjHjQsr+PuXUXOLvOCVd/HI+TUGW+epBTmH5/axnvb464fO8R1v/p9545vu4Ute8Sr+6lMP8qP/9vs5sHKYc+spg2Kbp04lbF0e8yd/9p8pS8vz73oJR699KTuXx5RZykLb8K++/g1E9341Upf0U4c1z/Wp8N+PK0UF+4fin+u6r+K/js8Fob1KWv8GQoIpMxwCm2cVkdtTAisSp5hOMoIgwtmSR8rf4g51H4V1aO1RTA1SS5QSFEWGVl7lvrIK7fnkaYoX+DgnsMZUXat7jilJFTIkiYgCzaQ0THPDQj1gY5TtuY2rhFatNKGvEQ60lDgMZWmoh5pGq4WK6lgUUJJKhx9rIgsCH+EJnhS/w43511Kvx0zHE6bTKSIGZy25yVHKI03TShUtHTqQhDrCmRInBb4fYK3dI+UFvu9VKmwYINBISUVCbVnZm3WlOjZrIUVhsJT4ysNmBVoLnLNozyPPUgpjcTgC36usu2VGOa3WkZdpFX6VV0TeiZwst1gnMM59phM2TVLCKMSYjMLkxHGdLM3QWmOlI89zfM/DFlCr1wnDiDSdgnMEUROKjNKWOFvu1d0U2L2O18IYEBAEAWma7imtVTWMVrpSe41BCLk3r1mRaLmnZiulsYApLTO1OosrK9RjhWCebDSlYEKj1kalHs1Gi1FvSt2rceniOVYPHGY02GF2boHV5WVsaZimCYGvuH/8DhqzLTY2LtL3rqUfDnhl/e0YA770Wb+0wW133smn/+pjLCwsstYdEcU1nnziUfbvn8f3O/T7CePplMDzGO0OGU0TsnRCIwiRUcBx//cJ50PMVFBkU5S0xH5IWhYMBlOOP/IEq/tXmJufp9frc/211xCFMZPUYlzGOCnJ05Kt7cs452h3Zolrc2SpAVvie44D+1ZQK8sI4SgsXAEmz6v4PMIVYRv+pm/5ThfEljKr0+3u0JprMk5GOFeghE8cxxibURYKGViUjgnKPurhD9B2a0RmDhH1kH4N5wQITak0ozSjtB5BI2KaGaLWEkGsUNoyE8f48ZRWo4XOCrQV5NagVMD25jrG7PIf37fF6ZEgRRC2FvGSPl/66i/g1mO3cfLU/Tz4oQcJZrzqllRY7vjil3LrF34J9ahGNppilCZREs8YApOSmZRRFlCrBfzsj/8IP/Rj/xtr3SHSVlW1zdosk7Sg1qgx6G2S5ikqhHRqSFNHFAcMx32afoMgDKgpTdSqMxkN0ZFhYa5NPfJJ0ykLM8sMxwOwBV7g02x0mE4ylpcOstM9Sb01jxsKVOzjhxmT6QAtW5SlTzLsIW1CkheUNiIZDag3m+x2+6zvTnC2pD1Tqz70dMD2dh8lY0ajLZozs2R5TuRHTIuUYpqhPU2z0WGn32X/4ir90S5PnTvJXGue+bl5ut0u6bSPp+qYoqQ906KwljiOGY0GSCvRvk9W5ARhgLUGJTRh6NNs1sDk5IWjKAVKZGA96rWQIHCMp47QE5SFpdmJkSbk1S9+Iddf0+I/vf/DLHQitra3yPOAhz79MJuDjN0zT/JNb3sr6W7CmXOfJs3GzDfm2be6DyUsYRgx8iMYQZZNKFzKm775zXzgjz7OySdPEumcr/6ar+A///q7edt3fTs/8B3fzk/92h/z4z/9k4SDR3nh3V/E9c//UuqLBzh//BQf+It/x4n7Gzxz7hO8+Zu/nlMnL7Jy640wHPPUp5/g1tuuodGapT9MWZyPGBbgyzqjpE8cSLLcUJSaQa9L4PvUwpDxqESUBikylPOYWeiQ5SVlmTLJB5W1yvfwgwZ5lmOLDB3XcCZHuCrK/+1v/+EryrbyD7UNw5VrHf77EI2X/jeUvKv4p8c/ZO/8Y9+jz+b+fK72yZVoG95/8IiTyoGtSKvn673EYVsprUphsWAFSIeQitvcGxCDLTyXIp2PUAVIxZ5MikNibIlzEqkVpXUoL0AqgRAOXymkKtHaQ1iLdFUvpxCSLEtxNuf8Rs64rOKZpA6QZcHCfIdmvcl43KO/00d6ktJaBNCaneXCzH9BSYUtLQ6BESCdQzqLdSXGSm5X38CZUydJr/s0aVEgqnFOtPKrdWqFyTNKZyvXclnNuT5LWrXUSCVRSJSnKI1BqIp4aiUoS0vgB9UzdBahZEXoS0sQRuT5GO0FYAAlkdJSlgVCeOAkxuQIV1JaVz1HszczWVQBP845PF/hXDUHnOcFArUXHFR1kCqpqhlga/dGqzzyoiDaU0fH0zG+9gn8gLzIsaVBCIWzDs+vLh+UUpViS2U7rrpN5R6zqpR1rTW4albWOYEQFpxAKYWSDmP33OKOKrjLSb5k5q00apoLmzvVhXme4aykPxiQFZZ8MmL/kcPYvOT+yS9TWkOgfcIwQgiHlAojJRiwtsRh2X9gP5ubXcajMUpYXrXv7Vy+eInDRw7z5PHHueG2uzj19NMoM6DTmaHeWkQHEdPRmM3d04x6msmky/4DqyTjKWGzDqZkPBhxvvl+tOdX4oCv9n6nStBQsqptsq6qUJLPJm4bh3CuCipzAj/w955RSWkN1lVzrlLqqrvXWYSqniXOorXm+PEnr6iz4qpt+J8vrgjyeu+bv8Ep0UbJEh0atIzwtcb3Fcam9PtThAgpbRcXeNjRBJl7zM6A+OTvsH++TlgvUNEMyvPoD8YMBmOGCUhdY5wm6CAmsCV+rAjjkIXOHDOryzTqIZPeCCem1Bo+SI0pHBuDLeqjOt/+zjXC4Dwrs7PETY9W6yYO7Gty00Gf//CL76XVKinSkshzeHGDa266jee95nU0dYBvPUwtZTAeQObRObwPsbHOAEvc6LCxtQNTQxCE9IdDwqBOYSXj8QStLAkponQ0/DpJb0QQh8jIJzMZWZrT8UKcL6nXI5yLUeSEfhUFP0kKlleXUKUlLTKMyVldXeGpU8dZPnATF86d5MBsnYnNiRsLPPCpR3jeHTextn0ZrWIiqRhNU5565gL7V5aYTqagJcv7ljn39AZKC6YmYW1tjZtvvpXBKMFRYBB42seTktIYsixlZ2eXwA/xvJBmFNBqt+kmu8Rxi2yaMhj0mV2apd8bUYtiiiJDlBpT5NXsRZ7iaQ0CrINGvYkn1V7ynU8oHVb7WOOYacXkRla3r6JACY9G3WO7N0Qpg7YhX/H617K1s8s46XHP697AL//C/8H7/+h9RF6de974Bna3NgnqM5w5/SQems7MHGd216sPeKkpy5ybr7uFT378ASaThMXlJUbTPo14niQZIYIWSbGNy0aMNi7z3j/4IPe94fW8/MUvYun2Wzh+9hTjs2sk5wfs2BGHDjXJRzMU5hme+PQ2N958LZdP5VgucvSFN6Bch5n5Jg9/+jhHDhykFClSFsS1eZJRj5XlZSapobu7Ta0WoZB4vkdhMlxZ0O60yU1Or9cnCHzA0GkcQHmCvEgYjxIa9WWybIKWjrIsqUUh/+p/eusVdXj+j0ZeoVr/VfL63OHvu3+ea/L6XO6RK5G8rhxYdQIPIRxCuqqyRgikFDhXUhQWkECBkwJMyS32Pnwf6K4R+QqpHUJ5iD0FzhSGogQhNMYahFQo5xCqIjaB5+NFQVWpkhsQJUpLoLIHp0WGNprHL6YoOSXwPZSWeF6DKNQ0Iskz5zbwtMNahxIgleZM449pLSzhCYlEYJXFlAWUEi8OIcswOG7T38hD2bvAVinFVeiQxjkwpqwCqyjBgZaKsigr4qYk1llsafH25jm1UjhU1d0qK0JZlpYwDBBQkUhnicKQcTIkiBpMJ2MiX1O66lK73xvQajXI8hQhFBJBaS3jZEIYhtiyBCEIwoBpklXrc1UXa6PZrCpvsHtBS1Wfq9uzEFe272q+WKuqDicvi0oNLS1FUeCHfmWLlgrrKgJaEd+KIIq/lX6rla72x95MshLghMQ5h68V1ok963KlCmstq55f4RBOsbS8wLX5PRhT8NADD3HrLTexsbmBkpqV1RXyLENqj0ky5gS/jef5TPK0stKKSrFu1pt0d3uUZUkQBpiyQKuAsjQgNTfYrwZrMFnKF7zghfz1Qw8yPztD0GwwmiSYSUo5LcidIYo9nPGwLmE0yGk06qSJxTHlTOcPEXj4vkd/MKQWxThR/W5a+xhTEAYhpbUUeY7amx8WQuKeJaKeh3O2Cs3aU6U9He2Nc1d1RVoH1XMGnHNoJXnkscevqLPiKnn954srgrz+rz/5U67IBaXt0mzMMx0nRIFP6AcMRxPyYkxUU5S2Rn0yJYlSShPQmyq+qPvHbG19GjmxJKLN7L5lJrYkT6bs7A6ZTGGUTAj9OsIT9MZDPN8j1or5VvenQgAAIABJREFU1RmiWo1Dhw9RTHNKM8CUU5rNBXRtRHrG5xMPXOK3nu5z+zUevbGD6YBjt34Ztx/w+KXf+kPmWoZpCpHnE4QC6Qve95GHOHPxSRpIhkmBDWMkc+y/+Rgb93+URDkEBYNkgCSgP0zoDbqEapnReIgVjuE0oRN7jKYlMvDZHQ5oz8zQ394l8BVlYSmnGXG7WYUumJJ9y0tMkl2m6YRaYxYd+KSjBJjiBw36/QnSU6jSgFCc395mpr6IimAy2qQRzZDljsxNCTyfixc3aXUiOvUWeZYxSBKWF/bT292g1gnZ3BrSarYYjrosLqxCmjPOMoQQ2NwgtCMtMhrNJv3BmDIriD3J3NIKmckZjhJ8T+MHimxS3fAtLM3R3dnF9xrVDaksiYImzjnyLGM46NNqxtTrDRAWTwtsMcaLIhYXluh1t1B+yPr6BlG9Rqx8jJSYMiPLDWEroBPX+bWf/y0efuQxcCmBCPmhH/kejCn48/f/JSuLMS99/Zfy2Onz1JoNfK0ROExhcdYxngz5f9l702Db0ru87/cOa97z3ufsM9yp7+1B6klqCaEZI8RoIEw2ZibGJBCKVComKSeBiqkQKlAYmzHBMSEGxSCmcmKBjBgsG4SE5lZ3q7vV3ffevtOZhz2v6R3yYR1RGWxXQkS6Jd/n0/1yzt1rn3XW2f/3+T+/Z9QeMl1OUVqD8RBogiDE4wlkytHpnG5SEpmcr/rKr+Qtb/+r/NRP/ST7N56jM1ynCNvUiznf9HVfQWktk2XJ6LzkF3/+Nzi/vs3RtecxwTl66110ukK4jLKEYTdBqYBPPfU4r3j1q5nPJ7STFGsddb1AKY2UgiRJWRUrFvMZ4801To5PCAINKMIgQTjHeLxBPp8TJylCRXSzmDjQVHZJFGje/MXf8LJ6eH4uDa9w11H9bND/HyCtz8Q9end4/T/rgVc+2HzOpkLrqFnzlPJsNdTivEUpgfcKbS1GOR7230ptBYN6n7KcIixYNEEcY/F4Y6lqg7Fg7ad7YDkbEpue1TBpuk6TNMVbh/f12SptiFAGt5KcnBbcXtZ0M0FtAWvIOut0E8n123uEgcdZzhwvQELypjus8gUaMNbjpUIQknQyitNjrABwGGsASV0balOjRIw5I+0aZwmUwFiPkJLKmCYfWlXNUO/AO4vSQUM99v6sNqjCOovSYeNWGgtYpNTUZxAn4Zuqn7yqCFSEUGDN2bq1A4dFCkmelwShIlBBM+RYSxQm1HWJCiRlaQi0xpiaKIrBeYyz/PnJtfC4Mxevri3eOZQUhFGM8+5sSG8ysM42VUZhFJ5do6b5vOtRUuNpCLimrgkC1VQpCo8UAu8MUimiKKKuSoRUFEWB0holJF7QDPzONwcQWtO59lamsxngkEjuu+8K3jsO90+II8VwY533L38JpXXDAqEZ6vANMCvUAbU1CCH+3O3/9LqyoMkZP6b+BtJbxuMxw9E6165dpcyX6CDESo03hu3NdawHYy1hIrhxfYckiqmWS7yMeTb6LYRqgFDWQRg0oKvFfEar2zn7XWlIy841a9NCgJQK6yzWGKI4bA4QRHM4I6RE+GYF2xpzBnmSaKVQUuC8RQrB+z7w4ZfVs+Lu8PrZq5dF5jWLBFZNqfKU5fQO68NNvKyQomBjHKDlkHY24sUbL2B6Qy6WJxx2lnQ6GW5vn6w1RoqClZVMq5zxvZeoFjm1VBT7CwbtNW7vnyJmFhcGBLqpb/GlQ0WOfL4gDyStuMeaanN8fADliHEn4+HX7vLYZE6xusxGsODYZhwd32Z28WHWE4tVCb2woROWixVpO+G3fvXdvPXtj9DOQjY34eDUoW3Oh979DsbjbaKky/TwhOXCcWfnFq32GkG4jrM17W5EXi0JtGHlNDqs2bu9R5yNyQ+OaEcZR/MJBJJOklI5h8kNXhe8ePMYawzddo8bNw9JO22E1piZYj45oD3sUucTqlqBNfSGA3af+yTDrYsk4RZ5PuN0fsRgvE25XDIaDnD1pAEbENDKBhwe7xFHMft7C5Jul9wWbG9vMT2pEEpSegh1A2mo85LNjQ1myxWdrE26nuIKx7MvfIrxaINQaox1mLyknXVAaPb3DoljzbKYE2iNszWr033iOCYQknYronYly1xRlhVShsTaEmJ4+lNXMVVFHMdsbGwyO5lSJxVlBVoaMt3GTGtOZid8wzd8Cb/+zl/E2ZynHv8gD7zyMZLegL/xN7+Df/W7v8fOxDAebrAqcooibxxL02Dzh90hFsVoPOZwb59+2mNazAmThPl8TpzOWettk6Weg6sfYHjpAf72D3w/59dGfOk3fRsf/KM/5mIIb/ymb+ajTzzD00++n6uPT8mSY5771E2y1y+5+KY3MJtbotqwKDs4M6fV7XB0fIjSMQ8+dB+T2QlNhb2mE4csNaRZys7tXcplTdbtMlprcevGTbqtDqNBH2c97XaHNO5SFVPOP7BNXc7QkaTXDZAiIFId/o+dg5/NupsfvavPdd09BPm/S0lA1DirsHVBGEZnvayOKJJnjl3EKl/ig4DU1Tyj/xce0d+GL0u0jgDXDAHeEqUpzlpcXmJLS6A1eVkhKt84t0IglQLXOL3OGKwUaBkQiCabiQqJtKLdK+nWBmdTImGppKKqcuqkQ6Q8XigC2cwv1lqUkOzeOWAwaqO1JJZQ1iC85XT/NlEUI1UzhBrjKYocrUOkjM4GZ4l1FiEd1iuE9JRFjlQRtqrQUlGZuqEcS4XDNzUywrLKq8Y10wF5XjWHtULgjcDUTReoszXON3u0QRBQLueEcYKSMc4aKlM1w6U1DTDK12d/XZr17aoukVJSFgYVNM5tnMTUlW9cUk9DcxbgrW9cSWPRWqNUsxa8WC6IwqhxZ/FY65rcKoKyLJv1aGvOnHePrUukaj7ZaN04zzjbDLyi6aj1OOaLZVNHJBVRHGOqGqcczoHAoYXGGU9lKja31vi8176q+brpKVmriwoCti6c53j/gKL2RGHTIWydbQbTs+PYBm4lCKOIqiwJVJM9lkI016pKwiAmUBHV6oQwyXjqk0+SRCFrW+c4PTomldDf3mY6WzCfn7CcGrSqWCxydL9N0u/zuPlVtBcYp3HOoANNVZUIoWi3sz8nNwsESiqMaGBiRVE01xsEqFCRr3K0btzbT98fSjbfs9WKm6FXCoJAIJDNQc9d3dVnUC+LO2q9HZDLNVppSsufZ3++Sy8Z473gcLaPilN2D2/T742wIuc0DOlFbTppxkQIRqOE287RLlvcvHWdo70lm1vbrG0MQWfUdkm3v02Op5v0WCxWhIGlViWlF0wmK/q9jO1zY2YnJcONNtX8BNoV8tTxZZ9/P7/5gR2qJMLUFZPjCd6WHCwc65nAOIcUNWESUNY1H/jwv+T1r3uAsiOp8y5ez9if7HH5/AVu7h6yLHa4c+MOg60thsMh1kFRG2y9ZDVRVNUC6TP2Zof0ei36a0PKfE4BLJYz0iShrEoqDKvJnEG3RyETDo536aYtrl67Q5TERHHE4e5NlJFcne7z6vQKxBlSHaFcj2pes37vPawWS2ydQx3Qjzc4vLlHnIXoMCaOB9y5fZvR2ojaGjpZSpj0qKwjrioK69m9c4Ra5VSLObrTo0oialMyGA6ZLOeURVMqXqxyhIR7Lt5DWeV4Z0l1gBSak+MpvU5MEsUs8orF4oT+MCOO2wzSCCsN1mnKOicLB1TlgjTWyABsHTA7nTMad5mvPGnS4eQoJyBkelqQpXHzh9RbtDQsbMZaZ8Te8QFKzHnt2/49/uHP/Dh/+Au/xtf/R9/BxvabqaLnqU6WDW2wLvGi4vj0kK3NTWarGd6GlLWn3Wk3f9SVoixL0iTl9tExG+MJpkpobTyInRxiJhO++b/8AX74B/9bWiLlgS/9An7uZ/8nTusdLnSGfOP3fhFKJHzkwx/m4vZlTveWLIsTRLdPFlcUhQaraHUHJJlg7+iYVksxm5ZEOmOxylnlc/qFJwzb1CxRUkDhuP/K/WSx5vBgl+2tLYIwwoolo76gOr1G3L3AoD9C6wwnViSdjDwvX+rHwl3d1cten4nB8e4By2dekRZYEaGVaoCCpiSQER5BZUq8UBRVTqBDvLDUThJITaIiaiAMFYUH7RR5vqIqLFEcE0YhCIf3hiBIsHi0CrDGIqXHiQY6VNeWIGgiSqZ2hJHGmRq0Q9Se9X7GzkmJUxLvHHVlziCDECmarCxNhtA5z+nkiH6vhdOeygYgasq6Ik0S8rLCFgVFXhDEMWEY4n3jDHpnsVY0FGR08z5oTRCGOGsa4JAxTQbYOZz32LIhBVvRZDcDrVitGqCRlJKyKhEeVnVJR2UgFUJUCB/gjCfK0mbl15XgBaGKKPMCpSRCKqRsIFLN63RopZBnQCzlPNZDkVcIaxvwlQ5wqsmnhmFIbQzONQfJzeoxpGnaZEW9RwmBEIK6qgm0aoYw67CmJggVUmm0knjRZFq9r9EybFgaSiAEeC8wtSGMAowFpTR1ZRFITN0AroTQZyvNHuMVWmcUdYXA0B1tcOPaCxzeuM3mpfNE8YAn5C/iavPn+WVwVGeH7cbWTZba0cCobJPrbWBaTZ1QHNU84f4JD0XfiK8rfF2zfd8VPvXMc2ihaK0NuX79JrUvSHTI1qURAkk0mZDGGXVpMLZqBlDpcAjwAq1DlIayqlBKYIxDSo2pa6wzeMXZtTYrwDjIshZaNgcDcRwhpcRjCQNw9QqpE8IgbDLHwqK0xlr3Ej4R7upzTS+L4bXVbSPmS9pxG+s9m53LuKpmtZqxsb1GkRu8c3RaGbYMUVGBECVlfkr33DlqWzHaDtA6YnzlEapCcOoMYbbJKCiZLQuiKOb0YJ/j3X2khUlxyuieNXppxqg7aMh9T36S0eZ5Oq2IVjyiLBeM1jqsbQa84vGCp4sIrVOq+QHv/u13cWE8YjI7JYyaPGagGtDBV3zt19Lp91DBCre/B1LjlgraI/rDUw6vLxlvXyZuJ+zt3cY5TVlaDk6PiYKEopijg4KiKlnmTU9aEIRgazQaU5V0sxaz5RzVSlgoR+pDtjfOsZzO6LX71AqOjk8YjsbU8wWPbT2EXRYEgUHMEsJBzcH+hIEYk6oY4ys6/TZFZemFbVxRM+4OmZcTrly+B+ssiQdbwe71a4w3x4hIMt/bpxMnxGs9EGOqWoD1FDPN9GhOHEb0Oy329/dY5CvG6+sgHKFKmS0XtMZd8rKk106QJgLriURAf3gOGTQHC7v1MZkWtKMuw1aHwqyIZMiyWBILQSvu0O+0mK+m9NpdFosVi9mM4bCLsiF4zWpVMV3M2Vwf4qtTlssZb3nVN3Dt5AX+wQ/9IG998xv49g+/j5tHJZ/60B/TFZJDYLlaoLXAzOGRV7yWnZ1dorBHljgqak6nR7haYr1h0B+RlyX9fpvdvUO62Rb5quJnfu1/5od+6D9hcvsGg2iAbME//e0/gOiYt/6Vr6bnFS8+cZPbRwc89eRHsK+bcfnehzHTlAiBdQonNEeTE5I4ZD5doZVCVAHjfgfrK1arKZcvbeMqQ6AkykXMvMcmUBWntKMW99+7TV0VJBHkK0MWjFGdLTYuDdg/3CfJFO1WxnRh6XSGL/Vj4a7u6t8Z/UUH2Luu679eOtBgLFrqhngbp+Ac1jYrj856QDXZTiewsnFlna0JkgTvHWEsEEIRpR2cg9p7pI4JpcMY3TitZUldlOChdjVhGqK1ItQhQsJ8PieMkrM6nfDMfdSEkaQ1XTF3sqmEMSUHu3skUZM5FPLMmxSNU7i+sYkONEJafF7QBEQF6JAwqFnUlihOkVo1cCjfDL1VXSGFwjqDEK4BQTmLd81gjPdImiyoVhpjDUI3jpuiqbaxtSHQAU7Q0H3DCG8M3biNtw4hPcIoROCoSkMgIrSQOBxBoLHOEwgNzhMFIcbVpGnaDJo0PJ9itSSKIoQUmLIkUAoZBYDHNZu+uNpSV836d6A1ZVlgnSUKo7MuX9WACKMQ6xyBbmBKeFBIwjAGAXVtKX2FEqBlQKiDxglFnjmioKRu1pdtc+3G2KYiKdRnlS8Ca31DZg4D8DXGLhl2NllWS649+wyDQZ9zb30LeeVYTI4JBJQ0K8JCgDfQaXcpihIpA5RoEr51XdFsbXuCsLmWMNAUZUmgYj5q/wn1nb/Offdfps5zQhWCgt3dQ5A1w+EYjSCf5eRVyXw2gZ7havY76Lpxm8+ORprMqpKYoslECyeJggCPw/qaNInBN9Ax4WXT/CvA2wZm1soaU0BJsNajRYTQMVEaUFYlSgm00tTGo4PgJXoa3NXnol4Ww6upNEEQM58e0WrHOBNy58VbVLnnZHXKAw9cph0FHB/tovWAQEsqcuogIew/zGj1MV48ALtzlZmJOS0d2qXcONlDy1OG2SUiPGKjQ3p+g3aU0KvWiJOAcm7InUeUNXGrRRwmFEWJ14o07WOrnFi2+Z5veZj//tc+yfWZpg4lrU7GIi/wgSJKQqpySTvNyOdL/toXfRmf/Pg/5+pHn2Vr41XsHd1GeZgcfIrn78w4d/ki09MDbu0uWS0cSjW0vPm0oHOhC3KECiFzGh0qwrNTMxkqlouCMApY1s2QNDk4JfURR2bKfDFlfX0d5cGXnn7WY7Fc0O70sGWJUorN9hC9dsjJdMoDV9bxtoUpK9KkD8IzbDsW0wWdC9sscugGIa12m+PDE5SQxC0Yb3fptFqgE1appZO0scLhlqd0W13QErRjmA6YT0tEEBJlGVJldHs9Dg53SLopg2GbIBSsihKVhPhqTittscoLynJCO+yyMcjYdCGTxQHdQYhVCjO1DAY96pOCbjfGW0+RLxDeUFUlZVGyPt4CHMqtmq6+OMQsS5AVzz7/cS6Ox5yEK2b7M77kr38NP/af/yidX38no2DEd3/fd/Frf/DHdHtdlqsVUmiyUYuDw0PyfEUraLNcGrrjEXEy5HD/AGMrslaL/OCYUKS0goROC3ATlibjXe/5M/7D/+B7KNu/y1d/7RsQvkWYtvnNd/4J7/3ge3j2X1wDN+XtX/V67rvyEM89fZVCOuCQOLmItBnduMsLT3+cYS8gaYeU4euR1RJj5/RHI+aTnNl8j41xxvx4zqXxFgd3dti8coFeP0MoSRq0qGrH1riNDB1hqjnev8Fqdsx672GUsXTsCXI2gbX7X+Inw2dGd52tu/ps0KcH0bv36v93edesfhpTobUEL8lXOd7R9LlmKVpKqqpAiqbD02F5XL6T1wRfQ2inrAz4aonxktqB8Ip8ViKoCXWCBIg0KomadVtnUErizBlmyHmU0g0l1zq8FCjVgG4kiovbbV68M2dlJF420CBr7dm/ZbPWqTTWWDZHa8ynB6ymC6Ko00CQAFEuWBSGJE2o64q8MDQcpMapNMYRJwGIZpj2NK6k1A38COmxxiGFwPpm2KzLGgVU3pxlTyNEA5klCAOsNQ2wxzWZ0liHiLCkNoZWFuJ9cyCgZNAc6muPrS06iTEOtBANabiqAIHSEIngDMqosMajVXPo4G1NoAJQUAtPqDSmdggpUFojrG6qeaoCpRXhGfPBWtfsjn/6PbT2rB2hqSbCS2pTEoSyGeRcs/LsakcQSLynASXhcK752iiKgWad2nuBVLJxUIVnvphSRTmVtJjSsLa5wfNPP09wZ4dQhly4dJ78sCIIAqy1zVpuqCnLCmstWuhm+ItClAopyxK8Q6kGEClRaKHQGqDmE/43uHGQ8lUX/wuc3me80QeaA5WdOyccnx4wP1oBNWvjPlnWZjVfYYUHKpRMAE0gNcv5lCCQKC1xst900npDEIYY4zCmII40dWWa7GxREGVJw9AQoNA454kjjZAglaAqc6ypiIIOwnu0rxBnK8l3dVefCb0shtennn0/r3vjF/Hip+4QugHL6ipRYGllMWqZQW24+uJzrI9GrDhk73hBuSg417+H3R3F4MGHufPB3yBNR6RWsVxN2VncIS22cGmbF3ePKaRD7tzhvgfuQbUstqzojPrYcsHSLgiFJkvaVOWKNMqo3ZKidlgBK1Fwa1bztrdd4rnfnxFaw2I6QSlJgMYbS9bJqKZzwriNXksxrTGPvOESrHJEpihswe7eKa/5vPNcu3GHJIzoZTFaLqmqFVGYolLNjRdfYL5s1km2zl1Eh5LpZILSKefXhuxef4KNzS2UhBs3byF0yMSc0tJdYm3IZytaScIqXzJud3DSUVMSJ5piVXLt2rPE8TYbmz16bcHxcc4zT32Mv/K2N2JdSBx3CMOQIKhoB4bJQUVxssuVc9uUqwXzvIRYIYxhNt1hOEjJWoJ8voDhiN29Q8JAIq1hVdVkWcbh/i0uP3qFO1d3WBYrgrCNE5pW0uJ4/5Dx5jo7N6/TbUdgI9bH61TVnMXJHKdKZNBi69y9TKZTiskM2dVce/EaWxtj5kuPqSzz4wXdQUotC+JWjDWGQCi8VJS5A5uz3j/PfGG55+KruXH9eQZug2dOnmGxu8dP/tJPsDZa49btGc+/+Ax4mE6nrJY5g/6Yg9MVs5N97rtykcVsBcoxmZyglCbQnlbWpyyXjLeGzOclSdjBkQBdNjoBn/jwx3jvld9n3BL8xH/2izz86nWGo01eefk8Zv9+vuL772H7vvv56f/uR9h77AEKOyUOJARbaF8y3mhxPN/lyiPnMTVIlWHc+yjygHLmeOGpx3nz6x8l7UsGrYh7N85zff8Or3zLa1kcnHB0tMv2pUuc3Nnnnlc8TOBmCLUCTvEi56H7H2KSv4AxA8IwZLVcvrQPhc+wXo4D7F2S8F3d1V+OZosTev0R+aJA+gDrlijpEVohjALvWa4WRGGIpaSuLM5YkiDlI+U7eWPrGylOd1AqRHmBtYbCFCgX45ViVVRYAaIoyFopQnm88+hQI5zBeIukcZ2csyip8N42eVLA4siNZzRKuXFokN5j6roB49BQbpXWuDNi8KPht/E+/fO00xSsRahm2CzLil63zTIvzhzJECEsztlmO0dJVqtlA3lyjihJ0UpQ102NTBKFzFYzoihGeMjzvOk3tQ4tGjfQ1s33stagddTAinDNSrN1LJcLlIqJ4oBAC6rKsphNGY76zSqs0kjR1Odo6alLj6sLsjPisHEN9AnnMbYgCBVagTUWwpCiqJAShPfYszXaqsxJOxnFqjjL82q8kE1+t6ya7tZ8iT5zX8MowruGGO2EA6GIk6zpqjU1aMkqXxJHEcaA883niiBQWBxSNz8TCSBE49x7SxTEGONJ0y7FyhL6iEU9x5QlD736QaIwIi9qlqsFAHVdY60jDCLK2mLqkixNmmsVND2zNNRjqQKcM0RRM0Q2kCkFBMRaMJtMOcoOiRRc/eQN2t2IMIxppwm+bLF+T0qctbj2/HMUnRbWl02USMRn2W+oTEnaSfCuWQ12/hhccwCznFcMeh10IAiUJG23WZU5rUEXU9ZUVUGcptR5SdpuI3xD2IYKgaOdtandElyAlBJr7Uv2PPg3acHu0b/kh2+81K/jX6OLL/ULeLnrZTG8vv6+R/j4B97NF771zXzsz/4ZG+dfz9r2GvtHxzxy3z0sTme84tFXEfqIsjzi+GbOw696kCyWlI88xu0nfp+3fuPXc3TtRX7nN/+U4dYWV7YH7B0v2DuqsLkjbWcEQcBHPnYNtOPieAS2ZOPcNnWd4oTFePDGslwsGIwiRsMOt+c5WbjOXOWk3TauvspyGeCNJ0wTtLLk84qwkxHFjhU1dQFJqjneP8JTE+oO1z75HFp3sB1JkkZMTiYMhpvsPn2HtNWlrHNmJ6e0oi4XNrs8++wLuNWU+SpDhYLl4hYfuPY0jz7yMC/eukEYxQinON0/YWt7E9wMfE0Uddg/PGRzY4NytcTUhjQJEd7S7ibkImeYhSznS1yuMXXBG1/3NpY7hm665ODFDzJc20KHffJCsHkhwbuEo4Nj0iwgCBwqLti/WXPhyjbT+ZLp8Slx2qUuajbGHZb5BCX6uOkhqzuf5N61jOqPfo/hA1/IbHXCem+NUgnsWf+eRnLl0mOUq9vMTq9Trdq0u33G/RFSWOjVLA4LnFCMLrZJopTQG4ypcNNmHWX7yjYHp3eI8giigN3FCTkLBi6mvdbDihRkjnAl/SRh8zWv46mjp/mxn/0RPvj4kyxvzfi6L/kKvvX7v523fNGbeeaFXVpJymw6I5QGJ/e4cP8D3Lp5SF4uGK23ScKAGzd3uG9jAysCFouKxaqkilaYySHlKmeerDh5IWBt0OEP3vN7BG7Jl3/9V/Dgqx9kZ3KHH/ju7+ctb/xCZuWMV6xO+a6//V+jfc3WsI+VinWRcWgXTb6lv4kMFYGWZ0Tu17AsDrnn4Xs52M+p6z3OjS4SZRDLmNff/whRIpH3dkh6mnnp2BoOsGFMp72FsCF2VUBHsspnhOoxCCyhFgThS08hv6u7+ndRL8eDls829bMO09N9hoMB09M94qRPGIWUVU27m2JrQ6vTQaJwrqTKHZ1uuyGjdroUM8tga5NqlbO/c0IYx6RxQFlbyqoBGimtkEIxnS5BQBKF4B1REuOcOiPjgsBjK0MQKsJQU6wsSkVIYRGBxrsVxjaEWakUAo8zDqkDpPRYPM6BUoKqrACHFJrVfIEQAV43fa11XRMEEUVZNJUx3mKqpsM1iQMWiyWYGmMah8zYnJPVnE6nTZ7nTXWMF9RnOUyoAY+UmrIqiaNm2PTeoaRECN/AoIQgVLIZwKzAO0u/N8QUnkAZqvyUIIwRPsA6iBOJpxkym+woaG0pc0eSxtTWUlc1Sgc42zh65tOdsXWFLeZkocIdHRC0hhhbk+gQd1Y5I4RAAFnaxdoCU69wZw5tFIQIPAQOUzn4NCFaKkoc3nu88UghSdKYsi6QTiKQFKbCYQhQ6DDAI88gYJZQKfrdHrNqzvPXn+N0OscWNZujMdv3nGMwGqCXDWDK1AYpHEqUpFmLPK+wzhBZcrnyAAAgAElEQVRGGiUEq7wgiyM8zXvauPYWV5dgHUZZqlIQBZr3Hvw0j/KNrG2OaXdbFHXBJz/xJMP+iNrVtG3NhSv3I/DEYYoXgghF5S04Rxw0q9pCCJyxSNXF2oq0k1GWTW45DhOUalav+1mn6TXONCqQGOeJgwAvFVrHCC/x1kEM1hmk6IL0zTAu/+2/sy+FvPdrL/VruKu/mF4Ww2s86vDqzpuYLBXjex4DL/FaEqcxR/sndLIOk5M5hAJTt/m813Vx3rOYCVrlHLH5nTz5/r/D1qU38Xd//mu4/sRv8/QTjvpol7W1lNODExYLy5GUrBYVqVbMzTEnOubWzSfZGG/RardYZAtG7ct0R5Ju1uPmjR3aaZ/pbJfJ/IBEdylnESIWCBx5XaFsSU9HzE/nrChoqYD9/Q/h8grlutw+fJ6rz32Uc1sX2NjYZDFbkMUa0T3HtReeodNKWZUFk8mEQW/A/t6EZ595mtHaGocHBzz3qQ/ypV/2xXSzNTbHG5yezEjjgP6og6tCHn7oIfYPj6A8pd8bMlusuHzPRfb2dhHWcWFzjcOTU6SQtIY9grhNL51jMEwmJ1wen2fvzkc4d889oDIKeS/nL97HCzeu88Cjr2BycJ0oSbl4KWS8sUGda46OPPeOA26fPkmka1QcMFtMidMM7xJaqWJRLNk9uMm9D7+KWa9FuPFKnFAgI26e3kLJGGtnDDo9VtMCPT5gtjBs3/86DnZ2MEnIzeWEyNZUk5pgociNYH/nkHsvbeOMIwxiDqM5UhTM9k+pcvBpjzQ1JIVlKC4iuyVHB8dEaY+8mNILO+TFisnC8Y//0Tv53r/5vfT+2a/yUz/8oyyzhERL7tx8hvxwhhpYAu042L/F1voWs8kR2+d7LHPBYn6CFi3uu3gOkS+R0QFhOcDLHa607+WJ3dvc+8r7md3Z4/4vfg3z40NmecE3/bXv5E+feD/PPXeNX/+53+Nrv/7ruG/7Qf74I0/wwJW34cUuxfyAWjQ1CatxxfAwoXdvlxUlHZlQLed0+h2i9JjwMCIMLZfug/ODNyKc4+D0iNIfEo4ukBeS7vA8/+Mv/FPy2ZRluyCpC7YvXCHNct78+W/gyuAehPA4tWC1NARBfAaU+NzSy20ouOu63tVd/eVIhpquHmCsIEq7wKeJwJKqrJoKF2NAgneaXi9o6mQMaGd4Jn4f9528ijgd8MAjG6xmO8xn4Ks5Yaioy4bsWwmBMR4tBMZXVEKS542TqbVGKEOoU3QoGkLxqkCrEGMKalOhhMYZiVCAa5xF4Zu+VVMbLA4tBB8t/4cmX+o1RbVkuZiSxAlR1JB3lRLgY1bLBYFSGOfOhtmAsqxZzOeEUUhVViwWp6yvr6F1SBxFZzlSQRBqvJe0223KqgJXN3lPa0nTlLIomvqcOKKqG2JwEAYIqQmUwdP8n2mUUBZT4jQFodAiI0kzlqsVrXaLulqhlCJNJVEU4aygqiCLJHk9QwqHUAJj6iZXjGq4E9ZSVjlZu0MdaGTc1POAJK9zEAp8U7VjjcNFS4zxxFmvyQFLSW5rpHc445FGYD2UReN+4pt161oaBIa6rHEOUAqlPMp6QpEidLMZJ1WAtTWBbNaSC2G5dWOHS+cvEYR3ePiBV2CUQgko8gW2MojAI4WnLIszGGRFnARYC8ZUCDRZmiCsAVUhXYAXBanOmJU5WSvDFCWtURdTVdTOcmHzEiezE5aLFXeuH7C5sUmWtDmezMiyIVDiTImncfZtpAkqRZDp5v5C4a0hCDVSVdRls3KfZpAEfQCqusL5ChklOAs6TLhxYw9b11jtkN4SJxlaWfr9PlmYggUvDNY01UxNePmu7uozo5dFz+sv/8pP+NU8x1QBWkniTtPFVi4LNtbPszyZ4luaLE2xfsXx4ZyNzpggnCLSS/Sj2+igze//zI+w8dA6l175BazpgFs3nmM5W5FPJrxwZ5/bzx0xdzUndU4WdMnnK9qRZTTUrK8PSXsRYZCw1u9TVZ4wjFDGocOMwpdIMeeH/9GHKQpBGkmc1BR5xXY/YloXDCPF7sTy2+/5ZfpBn52jPdL+Nvt7NwiDBMcMrQYsFjOev7ZH1mrh6gLjC27eXhImAdPTiqQTEUUx+XKFV1O0DCnyAIFgfbjBnf3bdPst1gbr7B0cI7MAOyuRFLS6MXlRkaVrnBzvQHXKYDyg2+phckPaCvFVhQ4tnVYLLSP29na5sH4fykIdLHjx9DYXRufIdMrxomB9bQOCKc6GnB4uGZ0vuf2Co91f4/qLN2hnLY6np0T9lOefPGZre5NZPmdKQkKNOzjAdwJ0KRCypq7muFAikoD56YzxYIPL/W0WdsLpYgpOUq6WpEmLLBJM6gHf911fwK2dZ5ns9Hji+ofJwjF/8icfYnwholgYzNJz8/ot4taKtfOfz8alK8jugtPdJS0REYURKoxYlTkilFRVzfTmh0mmJV/+zd+AVQl/+O5n+IV3/DR/70d/nKsHV0l1gtAerSFfCtKWY+dgj153k3OjDmnUIq8dibLIeMhgPefxD91m8/y9vPLKBnt7e8zECjuDNAo4XeX0upq3v/Wr+J7/+Pt4+E2P8tH33OY7vv2r+dlf/llSE7Nz4yp/69//WtLeGtvrHbrtAe0LNcWeZXPjPEeTfVppmyjUqMCRJZZl7ojiTXRVoBKPyoYsd46bPLDM8aFEdzZ4xzt+lzLIyPdKkl5FFLRpBwkX1xVveftbmS8r2nHGZHIACMZX3vCy6sv5i/S8/l91d3i9q/83+rfdL3+ZP7//p/fpy+Eeejn2vD722IPeGof3jaukGl4QzliiKMFWzaqoUgqPpSrNmQtVI1RKIHMeFd/OwfXniNsRSWtIJAX5atn0xNY1y6IkX1QYHLVr1jqdsSjpiUJBGIaoQCKlaqpQHGd9mB4pmsFBYPjUzQnWcrbS2eQ1k0BSe0coBUXtid/wDIEMKasCFcSUZY4QCjAI0dSqLJdNDynO4bHkhW0ASHXTRfrnq5ui6RK1ViKgaQIoc4JAEwaNO40SYBoirtbybF03oq4KcBVBFBLo4MyBFmcAKI/WCoGkLEuSKEN4cMKQ1wVJGKOEorLuDLJk8Ejq0hAmjmIJOghZ5Su00lR1jQwUy3njBNfWYFAoHL4qQUuEA/B4Z/ASUM3QHwURWRhjfE1tTAN8svYsgwy1D7jn/JC8XFAXAbPVBCUiTk5OiRKFNQ5vIV/lSG2J4j5RmiICS1UYNM37Kc66T5HwkPsmTD5B1o717U28UBwdzHnx9nXcKx5nWS5RQiHkGW/LglJQlAVBEJOEGiU11nuU8CBDwsgyPS2Ik4xWFlGWJQaLN839UlvHY/pbWBuO+cSTT9AedJgeFJw7N+b67esopyjyJRfPb/B08NvEUUCgA3TisYUnjhOqujx7XwRCeJTyWAtSRQjnEMojVIgpKoJAARYvBVJH3Lq9jxMaWzpU0FCKtZCkkWAwGmKsQ0vVQKiA9/zRn7zsnhV39dmpl4Xz2s7aRErSThMCPeT2x9/NIN/nve/6BDfvf4S3fv1X8cSnbtIfdknbXTY2tqmLgigYcG49pSwvsHun5lt+8A/pPqr5s3f8fX7vn/8SFy69nTo6R3jOsZV0YDRAFAvSsMfTn9gltHPisMVyUVNkE7TcRrUUO3cM7TEYV1IuJkRBTre/xv7JHvUCfBY0HWF1zaCXUdkF9w9GvP/qKTPn+eTHfh5RQmvtHJPJnE6nT21y6pVgOV8wLSxhNiDMQvKVI436bNyzwNmaJClYLAranYjxZp+jSUq+dKxvhKxyqJxhYzggjAR7Rwd0hh3m0xOyboBZZLS7LTB7dNKAXraOFuv0R4pO2OH4tCDMZhw8/j4+/vhH+fv/4Mf4uX/4O7zuLW/nxt5zvOq1ryVLznPFPcCdnT02t4fEBxOGvZS8cggt2VhrcXyy4NyGwuuEre0BCMvW+Ao3rt/E1ofsHyzY29ul3x0zy5ekLU1sF6xtP8zk5IhWq4OMHe9793vZfPAy7vBF6vUxWdqito5et8v+4R22z60T1opLvZh/9f4Ps1ysSIMVly7dT1GUfOt3fiWHB5bd/ReorWF4foP9net0hxk/8+M/xJe+5XU4k9JZT7EOgrWMR1/1KHaZY0rDT/7j3+LxTzxFVZ1y8fwFhhfG/NhP/Ke861+8m5ouaf8Cpj4kZkxurzM/mfC213w+03JKf7RFtVyR+QohwfkpUdnmtY9eRllYHh8hpUHOVvTXL2PMHptRircrjvaOuXxfh6xs8d1/61FIe1zeuI/zr7lCee2VnL/U59HtR0jucUSlZlEt6I4lnYGmP74ALkT5FmFSYbwnannqoqAzWkMEMYEQbDycsVrMcSImbvf5pV/5X6lDTZGvyNZCOrpLGoe024o3ffnnsb+zQ1hH3D6YE2YRgfzcJAPeheLc1WdCL4eh8a7+zdJaI0WT1ZQyJJ/uE9qSo/0ZedZmuLnBbLEiCAOUDojP8pdahMShwrmEjxS/Sfu+Lo91vpXT21c52LtNkoxwKkYmnlhpCAOwFiUD5rMC65uMqjEOrWqESBBaUBYeHQHe4UyNFI4gDCkrgzOAaoZsvCcMFA5LKwg5WdX81a/+at4/fRLhQIUJdW3QOsB5h7NN1Y1xHqnDBiKEQcmAKDVNdlbZ5vUEkigOqOoaayGKBNaC944oCJBKUFYVOtAYU6G0xFvVkJurgkAJgiREiJAwFGihqWqH1IZyesxkOuWhh1/J9Rv79AYj8nJJp9tFqYTMtyiKkjgOUVVNEKjG1RQQhxFVZYmjZrc0jkPAE0cZq9UK7yrK0lKUBWEQUdvGaVbeEMYd6qpEag3Sc3JwTNxOobK4KEIpjffN/VBWBUkcIr0gDRRHpxOssShpSZMM6xzb58dUpacol3jvCZOIslihQ8X1F55lbdDDe0UQKbwHEWo63Q7eWCLheejVn8d0Nse7miRJCJMI8+CH2D/SeAJUkOB8hSLC+hWmqhn1+hhXE4Rxc/iBbwxlb5BO0eukCA+2qpqVZ2MJwxTvSyKpUN5TFhVpFqCd5sKFDqiALMqIuxlu1SJOA0ZxB5WCdALjDDoSTZ41SsBLBAopXVP/o5thP4hDEAopIGprrG0OHJQOuXlrF39WV6Sj5n5QUqK1oL/eoyyalevcGaRqupXv6q4+U3pZOK/v+t9+wZ8el3QHEVkrZmE1cW8bjg8QzrCoJ8wmxyRsUlQnDAcjpIJBp8PNnedI0phee5vj49uMugFmXrB1/+upzLN87B2/ws2rN2lt9ZnUmryoCekgnWPv1lXyWcFoNODgdEYiJOMLEt0OWeufxxmBL0pspJjPV2yOOvzoL3+CmgqPpZMoEq1IQsWxW+OpG8+w+8Kf0k4zHn/uSZ7+wCfpb49ptwdYI5hOcyqzImkNyAvParlqus1UQNLOOD2cEEUZUgqOZ8fkqylBFKBEi7Kao6RHhxm2FPjakLVb1HVBO0swEkYdxcHJKYNun7JcoX3CaARSddlY11SmoKW6iEgyXltnsZpjTixJqLEBGGmROLAlUrTIsg5Hy33OjbfIV4ccHB8x7J/n4GgXHQTsn5zirKIsHc5W3Lm5QkUheZ5z9cUX6K1vIrB0WgmhWme+fBHpHE8+9TidYZsvfvPbOc5LujKl1dMIDctFk/+JoqQpJXceUS+QUYjzAm8s6KZ8fjrJWRWQlzOmk4LFwrNx+TzVYo/VfElNQBgUDPpjsmjIvFpiC0u/GzKf7vNf/d0f4+/9N3+H3/+tP+R33vUuHj++ShzBh9/7AbwMcTLEmyM2hveyMAuOb1QMBjHjcxH5sqI/GhK2Y2pTsjipsEWNChTz/529Nw+2NL/L+z6/5V3Pcs85d+/by3RPz2hmNDMCbYMQAoEsAiQmILNJQiEQhGMXEKgIClwmKWK7nKISCFVQDkUlkACWjAnYgJFkGxFASDNoFmk2zdIz08vt7rue/Zx3+W35471SuVKuomILTUvpp6r/7Nu33/Or33mf7/N8n8dW9PurSFuDKzFuTiROMVocEGnFqR1FIu/Eiatcvlbz5FN7PPoXf8Gilnzl6+/jwbtivuUdX0/c38FOryHjHqnuUCOIUolwJZKA8QVOwGQ0IYtzBtlZZovLGEYkvS26rS0++9x1PvTbv8PpwSnue2CVrdMrPPHkc/TXzjA+nDGfLej2O2RZF8k+3dWMrdX7ePLTz/Cu9/zdW2pK+oVQXv9dvJoE9jb5ufXxaqmuf9W//f/Gq32WbkXl9aE3Pxjq2hPFjbrqgkBGKdTNzqjzprGlkuC9IY5iEBBrTVEukEoS6ZTalMRacL/9btJ2Hx9mTK7tUiwLVBphfFNJI9CIEKiKJc464jimMgaFIMkEQkuSKCUEAb5Rrqx1pHHEC9cmTbIugUg1YT1KCuqQ8PXv/HoeXfwyWikm8xmz0YwoTdA6IgSwxjdVJbqxnjrnCDTVJkorTGWQUiME1LbGOdtU5KDxvqlsEVI1Fs8Qmo5R79BaEYA4ElR10/vqvUMERRwDQpMmAh+aYCckJHGCdZZgmq7VICF87soOHoFCKU3tKrIkxbmaqq6Jo6xJT5aysSsHgfcNqS4Lh5BNhc1iuSBKUgQBrSRSJFi3hACz2QQda9YH69TOoVHoSII4eSYBpFQnpyOAb35uABoW2qj0xnicB+8NxnishbSV4m2Fs41WLoVvXHkyxnpLcIHXR+/Fmoq7XnMfL73wLIc3DnnzQw8xrRc8Iz/I+GgEokk2JtQkcQsXHPXSE8eSOG2Si6M4RmqFDx5X+ybRWQhs8E1dYvAQmp5hIZp3jwfle0hTgaRFEAVF4ZlOS8bDIc4Lur0O3ZZkc22VZ6J/QbAFQkZIofGAVJ/7fMAH19jnjWkcAyrH2iUeg4oStE6YzUpu3LhJGid0OjFJFjGZzoniFFtbrHXoSKOUBiqiSJHEHabTGZ967Mlb7q64jS9N3BLK6/Bwwj2vvZfp/Jg07ZMD1155DJW2sOM5d2zvIGsF2iBNTi1rTFlweHyTRW3wx6DOzxl3ekyGBYPBXTz60qfZzDuc+Rvfxes+8Eae/t3/ld2P/QFerrE3OiJoiOMcmQeuHx7Q3U7R1nA0ijm/fY6D8R6JSiEIRK3Z2T7N0f5VClPQbyckeYRzNXjPon2B//vP/ojjF/4cdyT4y4PnqJ3gwmsfJKAoq5raVFT2GG9WmE5mWL8g0jHWa5bVhOHkEOk109kEISR5J6OVDJhMJ6SpRqYZ0+GMrdOKGXNCnJJ1FX7usKImkhVH+3Dq9AbdVoxUGeVin+HBkHvveyNxyCiLFN21pDrGlCWRhO7pDrPpEXkSIZ2h1e6wNy3ormjG02tsbraZzQ5JtKYd9VkujtGkFAuHMTVSRkQ65XB8THe9RXCOM6d3aLcFN/cr7r7rHmbLF5lPdmmnOdJ73vKWt9DqbFBYx9bGKgf711HVgFRmhKBQis9PAJNOQmbX2RseEKcJQgRSvYpIA84qDg5f5sy5LZCHbGxlSD/k2qJm5+xZZgcvs3nhDRg7Y7XXYn5jn7t3dlAyp9PKuHpjl29/97fxjd/0Xfzsr/0KZ9MBj//xR3noR76TfFhA1CNJNMtFxeZG4L7zD3D96hilZ+zcex5pGms7paG9khH3WhwdHbDdTti/dplOfxUjDK14m9VewWpnhWy1z8/8d79FUf0qP/GBf8zlG09wZfdZTt2TM+i2ePyTf8HdW/eS5iWxkMjtFs7F1MuK3uqA0eEebl6yefYOhocLfJCc2TrPjetXkRtDEj9gsHaOf/77v8Mjn3yae+55I9/x3e/hh3/yp/npi+9FXjXU4wF17On1+zhvqYwliRaMjwquvHBM/uYOefrqD7X+uvFqqbCvNtm4jdv4ckddW9qdNtYalIpQQLmcgFIEY8mTjDIIEAHhFV40lSj1ssT6AAZE7rA6whrHE9HvYxcFb1TvI10/RXelx+zmZcqjfQIxtalBNARJqEBZV+iksQjXBvI0o7IVkhP1ycvGslkVuOCJlUSqJnAIBE7nvPWtD/HY/JcItWBUzfEB8k4XEHjvmz+hJgSNMZaA+3c6SM1JX6jAWguA0goVRVhjUUoglMLWliQTWCwiqKZCxwUCHiE8dQVpGqPVSR+tq6jrmk67h0ThXEDoJuDIe9cE86QaZ+vGBn1CiEvj0JHA2JIkUVhbI4VAy+Y9SqDwNhBCaCqARGM11UmTDJ1FKVpBWXna7TbWLrC2REmFAPr9AUrHOB9I4piqKhE+QikFiIakiybpWSqJ8orKVIiTvy9F3Ow/B0u9XJJlCVCTJAowGOdJswxbLUlaK3hviSPV7J+2UhKRoJWiKAu2drZY3zjFC1cvk6mYy4cv0j9/CmkciAilJM56kiTQyTsUhUVIS5qdKKzOgfON5RxFXVckWjUKcBQT8CiZEEeOWEe0o4znn9/F+Svceee9LMsJy3JO2tZEkWIyHNJO2kjlUQJIFSEIgnNEcYypKoJzJFmOrywgSNOcqiggqZEhIoozbu7fZDSc0m732N7Z4alnP8tdrdNQeLyJmoqnKCaECu8DUjhs7Snmhn5fo+SX/zvFbXzxcEsorx/8jZ8L0g6YLYasreeEQRc3d2y3Mxa2wOuYVtIE1eiohw+exWKKqwxbO2usrMRce+WQrvS8Mt0nJAqWASl7zJKK3MzR45TX3H+a5x7+Df70Dz/CleczdC/CipKu0gihWd/KaKUxkZqy9DGJShEnXzfL2rN1ts8v/+YTyMRzarXPZLzkhYOKG6NPcenZzzI+jLhWXGcgBjhhKcs9nA340MI6QavVprIHCFoM92corbDSM5vPUWTISFI7R7+zwnI6RuYJElCqTd5OmI8KjD+mv7HG7svHnNrsAQ6hJa70bAwEpZV04h6dTszqICOPI2qzT5616G6cpZ6NT6aqOU0kj0YlEjOvWElblMWS0K5ZTAuiyNNNV5kXFcvlEXnaYjifs3dzhFcSL2KWswVVWbOsJToPPPGXn+Kui3dzeDRlY3Wb3RuXuPPOiwghKeZLBr1VRAy9Qc6VK7t88k8f5R3f8i4Ga4Gb147RUUyeJFRlSRzFqEQwPl4QxZooBuWbyWhZL1kUNc5lLJdTFnPDqTNnmRVLclGwubPJsHLEkUHPFHLuMarGtVL6vTbdXkK/NcDFivOvvY8gU6RUfOhXP8SmbhKOz++8juPJKyzngc1+h+Fkyub2NtNin8WeQaSCVq9LURm6SYaQsNLNubY/ohXlVKNdOi3PREXcc8fruHDfV/CGN34LG1uBm1d2ecObzvP+b3ofDz/8OJ27XkOn1eaP/+QRNvMx/8Mv/iplWRJnYI2F2qLTwHB4yGp/tUmLNAYfAnFrBZA89dhf8pnPvMCnPvkU7XzA3/rOb2L34Gne/NBruXrpBUYHPa4fHNE/Kzh8aZ+80yXO+0zHUBY32FqLSFREsZzR29rmG//m37mlpqRfaOX134e/LiJ7m7B+6eGvOgt/XZ/p/9cz+GqfrVtReX3D6+8LIsRYWxMnihBpgoVUS1zwBCGa+hrX7IwGQmOJ9IEkjYm0oFjWaAFLW4EEHAgirPSoYHnAfC/tTsp8tMvx/gHFXCEiQRBNyBII4kSdED+LC411ssnCBecDaRbxyu4EISGNI4xxPFz/Ft/4TW9jMZtjakHhSmLRkBbnKppXtsa22qQKV4DGVM0uqxcBay0C1fTXhnASYmQQqlEfhVANiTINAY6SmHJZkyYRJ8lFzbOIwIWGZGotiSOJkhLvm974KMnwtlFwQTdKJqJZpXGeSOomoVh7nHUIEYhUjHUe52qUVBjnKMu6+TdPEnb9yfe8UDAZj2m1WtSVJYlTinJBq9VqnqFzn1fNo1hRLEuGx2PWN7eJYqiKGiFPfmfnkFKCBFs3+8BNBQ9NfZE/SfYNCucMzgaSLMM5hxKOJE2ofRO4JKxAuIAXnqAUr4++Fx1JIhWDFOSdDuHks75+5Tovyn8KUSBPu9Rm2di2o2avN0lTrKtwlQcpUJHG+2ZXtOnJVRSVQQmFNyVaBwyCTr7CQ52/zZ/+2SMkCZRFQa+Xc27jDKPRGNVqo5Xm6HhEogz33P86PuN+q8m1CgG8R0gwpm6eIY3a3RB8DQim4xHT6YLxaIpWMdunNiiqKf1+h2KxoK4iyqomyqFeVCitkSrCGnCuJIklSjRVU1Ga8slHbiuvt/GFwS1BXn/9l/+X0O1kTKZTysoiepLaGKp5QZa2SdIOs0VBt5UhU4V1czpRGxlKTGXZ3NhABEvciUiUZiVrU5UFqECkm0su+Iyr1y7hg6QUio31Hp945Pf46C/9S8R8wbnzW4yW+2z3B3jlyNN1KrNERoFO2iNJZ8xsi49+8iU2soRnbiz5Bz//MwhRcfHifdTBs5wuSZOU63v7dNpdnPeU3pCrnOPhEJXHKJogB+8D0/GU/vo6i+mMqi5YTmpUGhNkoJ3lDI9n1EZw6dJTnFpf49ypTUIcYUVEJ9EkiUMGWOnndFJLHqfkaWClPaBwMzqtPt2VLpKY4bSg3VsjlDVpJ+Z4PGWlfZplMaKsK0TwjI+n9PptXtm9DC7HFY47zq5T2oLSKsbTCVEEVVUQgmW2rJkczggqIW21mM9nCK2hMiyrkrN3nGOxmGFqSxLlCFny8kvXSLKM7e0NMtlMaY8OlnT6ntLlZCplNJyx0W0zW+6T5CVGXmR+PKUfa85/xf3oTsxNvc6Lf/p/ccfaaWbLY+qZpdvOOZgOiRJJpFvsHezSTntImTBbzPCxJhYtNtZiXvvg/Vy+dIn11W2+93vex5mdc3z/930HVgni4Omtr7CxuU5ZL8EF6uWU+cjR3lin2wJXdol7bdppRjFbkrcqFvOS/lofO5sxnM342Cf+nN0rC4KMKX2grGouPfUikjbLxXUiPeeRTzzGMy9/jFbyAJ5rXLz7QX7lf/4FWq0Dvv9Hfr2x9OBolmAWQOha6gQAACAASURBVAVBgLAcPHeN3/mjh/ns0VOkWUo0Mbzvu76dtUGLZ194GBVlLGvBaGmJZAZ1zdm1AfvXLlHECfv7r3DqzA4r/T7FvGCwus50WqHoYGrLN7/rvbfUF80Xg7x+Dl9IEvtqk4vb+A/DF5u8/oeeuVf7fN2K5PUrH7g/aK2w1uB8gEgQvMc5j5IKqTTWOiKtQApCsGipEaFRNJMkAQJSN+PrSCm8941SK04Ma0FSFAvu5z04BEkSMRzd5PCVPXCOPE+oXUUaxQQRUDLGB9dUw6gIKS02KA6GCxKlmJUO89pHEcLTanXwIeCsQ0pFWVVorQkhNKtGQjWJv0ogEAjZVO1YY4mSuOkzDR5nfJP0KgJKKUxt8V6wWE5J45g8TQiysbNqKZCyUT51pNAyoGSTtBupGBeaXVutNQJJbR06isE3z6k2lkhlOG/w3kEAYyxRpFgWBQRF8IE8i3HB4b3AWHtCdB0QsM5ja0sQjd3bWtt0rDiP854szz4/ZJBCgfAsFwVSSZI0QQFCCerKoSNwQaGExBhLrDXWVSjl8KKFrS2xFOTdLkJLShGzOL5JHqdYV+NtE0BVWYOUIIWmrAq0igDZ/B6yUUffEL+XTrfDcrEgiVMef+xxsjTnzJltghA8wz8lijVJkjQBTyHgncWZgEoSItWkXsuo2Rv11qGUxzpPFEcEazHWcjQ8pigc94v3NgFk3rOYLgCFcyVSWN72NV/HbHmEkh0CJa12hysvvYxSFZPzz50MGj73VeqAzzULBKp5wc39EbN6ilIKYTxndraJI8VsPjoJqALjQhMY5j1ZHFMVC5yUVNWyeReJohP7fIKxHoEmeM/Dn3r8lrsrbuNLE7eEbfjmckGdJOxNlrRabcSsxXg+Jk07HN6YsbbeYjxfImOFH3mStmJ/PqKVS9qrfW6OJrQ7KdNL19ha32KqS45nc06tbZKmBULWZBIuvvk0i2KCGcLmuR4/87c/wkva0W/DTtQiT3JUrDHLkoWacHQ0ZvvsHRzWY9KZY5ZUJDPHkcx45LlP8uSzT+GnE8bjY/b3x1RFIMu6WC25vHsDBGgtGRVD4iRBScuyLpGdDsZ7kiSmWEyb/YpqQRlq0qqmnebMlzO63YxBd5Wzmyl5lKJyaLfbTCczBqsrLMY3ue/CRayZ0e6v0eueYTptUoxlvYp1geFxSjePWe0PqOqaNM6xts2gv0JZLVgWM9xJLYpMIg6nJUWhyJMKnS25MRWMhodIn5AlinExQasEQURCxPr5CxwfLZgu9lntdlF5gl0UtEWGqeZEKlDbCusFQXp2tjfJs4jClbS6GxyOj+l3V6lnCwBqPUboCUvtuDJcMn4pZhKu0hIlLz7+p3zD7Nv49LMfp9xL+Zp3voYXp8+TZynz+ZLxYkw7b6GCYngwJREt6joQbI0rJC3dpp4vOZhd5V3f9LV8+Pee5i3f/xb+1Uc+zL/9kz9m58zdHM+HbK2vIMMERUmvnTYWqvQi588XiCzQz9ZwVYzOc2zt6Gz3EWlKW1XQEoxu7nH0HPzvv/ZR1nttzj14L700Ze/GZdLViheffoFIzPiGt7+Nf/iTP4ZMFY988hf5sZ/4Dh558jr/9pGrrOuID374Hozc4uJrLpDHCbsvXuXihbtZlAuiSJDpGBfFxGqNzz72Iu9/1+vZOVXjveCBe99CWRQIZzGLJa8cPs3G2QscDhdEa9tUsxFveOjrWAznhKlgsHIBWzrS9JjReMx0Nnk1r4RXFbfDnG7jNr60UTpHrCSVbRJmsQpjLUpJirLp1DS2Ud9CDVILqsqglEDHEaWxaC2xi6LZ5bSO2jrSOEGp5oVfiYiH+j+AcwZvIMkiDj5zwFIGIiAVGiVto346hxOWujakWUblDcqGRsV1UAvJ277ha/jE7LmGqJiaqjJ416hgQcCyKAEaourqxqIMuOBQJ8RWSomzFggEZ/F4pJdopXDOorUijmKyRDaWWwVaN92jURzhTEknb+GDRUcxkc6wtkJpBT4mhIAxjZocRzHee6SQBK8+vxfrXBMU9bnftbKNiqqkQ0hHacHUNQSJUgJrzIndWSIRxHlOXTuMq4gjjVCSYAVaKIK3SAE2+KZ5RUCaJiglcMGjopjaGCId460DwEsDwuJEoDAOs5BYChSexeSYNeuYzIb4SjJYbzNfzps9aeswzqCVRiCoK9vsiXqavVMnGjXUOSq7YHtjlYO9PQZnBjz0VV/F4dERadbCWHOSvGwROCJ9Yh1XCTp3oCBSMcFLhGoIvk4jkAotPCgwVUU9h6vXDokjhelaIimp6iUydixmcwSWtdVVXnj2aYQSjIYvc+HiNuNpweGoIBGSvzz4GJ6UVjtHSUm5KGjlbezJc1VCNoRcJMwmc85t9UiTRo3tdgaNpTkEgnMs6ylJ1qKqLTJO8NbQ66/iagtWEOsc7wNKGowxGGe+qHfAbXx545Ygr8d7Y4KNGA+XTI8W6F6EVBGTeUCnmqu7l0HGKJ/QGnj2DsdI2yW3mnQ+JokFw4M5srWKPfREYcLmxoCqGHNjV9JaaROiCeFGRKcT8dLzH+ef/9CHuDnXbNsWJo7Zmy8YKI3sdJntjchVhtYWUy9YzBYs04yNUvHLH/t95vMDHvuzj7BcTtl5zVkOrjvOnj7F8fEQ72taWYdUR1hriJRgoWq0VE34kk6YTZcIFDqOqYqSNInpttfQ7Ype3mE2nVGMhvikJI0sg7U21oOsLL1ui0G/S6IUpwZdst6ApYvJO9vsz19gbf0Ojo7mrLQyinKIUDW0z7KwFTKCSVmSpxUHR3NaeZuqDnTbLQ739hFxxnQ85vTqOqOjIagOWnj6K5u4oCnMgrWVCxTVkOFwSNLZpnr6szz96U/w+q/+ZurFgkE7Z+E8vdVVRpMJG2t9Xp7OGKyuIrRh99oh/ZUedTXj5sGEmTcYvaSwFTUTjg9A1G1uPHeD1TxHuxnzakZ//Rxvffs7mYlj3vrV38pk+TzE53jhqUcYDWecObPJmVOn2J96JuWEVtIlwdPa0thlwT13n+N4vsBFGXt7UxZK8P0/8B6u7L7MdLKk3+9y+fpVHn/ms8RBce3gCOcUQWtMXbM6iBgfLUnyFkc3btJf00yKJSEEeu0uoytT1lfWGwtUMMQtOHv3BqObisc+/gQ766uMp0Om9YLFvOD73vPd3Lh6xDe+/zvZP7xE58w6Lx1o9nY/y7WXPoP+qnMM8q+hGi84vmwwWcTa2lmu7B/Qa3cpa8c8NrjRdd719rfxI9/6Jm5Maz7zbM1iMeGVq0+xc/YO5oua2glydYYnLl3mzPY6rSgiW9lk73jKoL/CbDbh8u5TXN29Qb934aQY/Za4Gr7k8WqrYrfxH4Yv5gDj9rDkC4+6MhAEpnYYHFI3/STGNspcUSxBNDupOg4UtUF4jQoC4xqlzVQWoWJCDSJYkiTCe0NZNum1QRrmpUNpyXI+5MZnrlM5SXIyqK2cJWom2NjSoMXJ3qh3OGtxUpE4wQNveTPWVXz8+BdxzpK2M+oykKUptTENKVWNguiDRwqBFR6JQCiJChJr3IkCKxtCKQVaxwg8kdJYa3HGEqTHuUCU6JOcIk+kE6JII4VARm1kFBOCROmUyi2I44y6bkiXc4Ym9jjHBdesr3iPEp6qtmil8b5RLOuyAqmwxpBFCXVdg9AIH4iihBAELljiOMd5Q21qlEpx0zmz6ZCV/gbeOmKlsCEQRzHGGuK42duNkxhEoCwqoijGO0tVWSyeIBwueDyGugS8orIlkVKIYLHeEiUZg7V1LDWDwRbWzUHkLGYjTG3JsoQ0TalswDjT1MkEUEmzL9pu5dTOcr/5XspqhhNw5swOy3KBNY4o0hRlwXg2Zy8cUdR1E9glmpCvOG7Op1TNs4ripss2AJHSmMKSRDH+RG0XGt7c+i+pK8FkOCGNY4ytsd5hrePMzg5lUbF+7hRVvUBnMYtKUpVzysUU2c+I1CreWEzhCVIQxxnLqiLSGusDVgaCWbK9tsr5rdOUxjOZe5y1LIsj0izHuWZwoETGZLEkS2KUlKgooaotUdSct2U5oyhKoignhMAtaNC4jS9h3BpvqFnG06+8QqeVs9pvUVUWpWuqYkkWtUlVC+MXVOUeo0sxOvVksWM2HdK7eI7dy8/z2jsvMpvNyfIedSUZLi2VhXY3QjBBlil3nV/hZ//7n+LGQcXRccmyMCzahrV0jSvHR4jIcm0y5r7NO3h2/zo7m11uHgzpx5vMq0OuBsXZ3gr70ynZHZuUVRc1mbPSC/h6ThQp0ryDEgKfxAyPp6x0MvJuh9JZalNSVhVpppFBs1wsaA267F67gtKKnkwYLgzWWXZaPZTWKCcws4r2yhpuNTAtZ6QCnBZN6bXTpElEGR3Qz09TTktW2jWJTkjSFuVCsZgfUSwmbKyuUtUGnSaUiwnL4ibedRgOZ5hqzo2rVzh17jzH0yOIAz4NiCAYHc7ottZRdWAhppSFpZOdYbujObj/Iv/569+EL4+pdULUyshbHSrn6XV6PPfi82yfOkdtYT6eE8cZ145u4kuPEZoqshwPD2nJiqqOaXfbuHFFqhWD9VUuXb/KqU4bHSoW1ZKodY4P/twHOPW3/ivuWX0JkJw5c4GiPOLJZ5+hEw+IYxhNDuhnga7P+ejvfJAswLvf/3eRUZ+QryCWlp3TD/Kh3/4f+Z7vfh/GPMEf/sXHGRUGX43odjV71w9ROiNTksnQ4qsFczej13bkYYDKcibjMXsv3eCuc6e5cnSDoBVpp+Djn7qJKWocEzpijfF0jkxz1jc2+Ib77+GjH/5N/vyRl0jrAj+13KgPmRfH/Prv/AF3XTiHuplxRV9hgGJz6xzHe7voWUErDrz729/IPa85S9SJUbrHcKQQ2RFnNk5z7coha50e/a23YmvH+kCihKSaLjh7x1dy82DCeAb1aJdUdnh2d59pWaFCThptUpaHRLqL9///nJLeJhK3cRtfBlCS2XKJ0qqpnvEBQWi6PqVGCkUIDu9LioVEyICSAWsNWSujWM7ptFpY65CiIXrGhealXUvA8KD7Xlq54vnnn6WqPVXd2JKtDsQqpqjrhlxNLe0kY16VpImmrAyxTLC+okCQRZrKGpI8wXuNMBYdQfCuIZRaN80pEkzdEEOFbnZ3Q0NGlRJwsi+qYk1RLBFCEAlJ7QIheFIVIYRodjytQ+mEkAaMsyjRbKM4HyAIlBJ4XxGpFGc9kW4UVhkpnBM4V+OsIYnjJhFXSrw1VK6EoE/syY6yKEjzvAm0koHQ5C9h6rpxcHmwWLwLaJmRakHVbbHV6xFcjRcSqRVKa3wArSPm8zlpmuNPbNJSKoqqAh/wCLwM1LZGCY/3ohk0+Ib0x3HMoixItUIEj/UOqTKuX3qGdPss7bhxgGVZjvM109kMLaNmmFFUoEAHxcGN6yhg59wdaAGJ0uAa592NG5c4tXMaP5mwvzfEeE/pa7QWVGXd7BsLMHVDgl2wRCqgiJoQLWOoqpJWllHUJQiB1I7RuGLkFgQMWiQYUyCUIo4T1tfbHB7s8ta3vQPpHdhA5Sucq7l2Y49WK0dUikIsiWjaHExVIkqHkrCzvUW7nSG1RAhNbUTjWIxTiqImTjVROmjaH062tp11ZPkKZWUwFnwoUWhmRYX1/qR6J8H7urHa3wIrirfx5YNbgryasuLUoMWsKtjbnSOzFrHSqDhBRY7p/Ig4SvFo1k91MLZiq7+CKXN0VbOzcYpFtaTTWmEyHnPhwl1U1YLVdpsoGjGny92bkp/5ez/BpFhyc/cG0qcIEXFqsIkSHdb7A2p7kzcMtpgVR2TBkoSUuVkwFBN67Q7FaMpwso8eKKKJx4cE200RpcHaKWvrfeaLClM70ixjZdDFmCVlbamNZ7ksQUKUJdhYgBNoFbjn4h2Mjqa0VxNSVlg7s001v4woJOv9PrV3xFJhtKKoK/rdFebLgiypuLr3EufP38P44JDgR+TtFCEkwVQIhijZ5/rwkO3tC4zLihv7T/KHv/QnvO+/+DEmx4G4XYLIOS40G1vnKRY1k9mYqhJURUD0ctKiJnTnqB7Us4J2u8t8UXJ9KdFSMx4eUbgIbQ/xRwukX2dpj0jyPhfvfD3T6ZAgFoQYqmJJp9OhzDzF8ZQsbnFzcp3r8zGz0tNutVjMl2RxxqXnLmFNzSTTJIsFv/fB32U5P+Rtg4hr/+QXuNK7mzd8+9dSFPsMR8ecOXMeL1KkKmi3VtFJi5qM9/7oz2LsAm8ta3HND/z4f8vEan7wB97L933/D3Lt+iU+/K/+NaI3wE8NgoSbx/t0BgOKYYHOJa7WuAyU72CjJcfldc5u3EEwNVsbp7hy9Cgh32F71fHo40/ytXdsk+g5i8kp7nnjGltbZ0jIuXj3HSySNu/+l/+Gn/vHf59luaAsKx5641v4r9//3/Dg2x9Ak+FlTF916QnDd7x1m6/7lg/Q6Sl81cHJBeORZbkYk8gcHU2ZDRWxGnNhp8Pe/gGdVpcqLrmxN2Nz8zRFMByPDxj0O5h2zfB4Dec9OgRO93sUheVweEwQMd5nGHN7Svofi9uq65cmvhgDjNtDkr9eBOdJYoX1nqqwCKUb4iYlQgScrxu7K5I41Z/vOg3OI7wnTVKcd+gT1TLPW3hviaRGihpLRJ5InvvsM1jvKIsKESQISRpFCKGbnxdKVqJmh1KGgAwKGxy1N0SxxtWW2lY8E30IaQUESYgUuKYOJY4jrPPNnqtU6FgTvMN5QQjh8ys/QiqC5HNZS3RaOXVt0bFEERFnCc4uEU409l4CEkGQAuc9kYqwziGlp6iW5HkbU1WAQakmwZjggRohIsq6JknzhphVUy6/csTp0xewBoRqkpZq50nSHGc9xhq8p7HcaoVyAbRFROCtQ+vm/1k6EEhMXeOCQIQaagfEuFAjVUSrtYK1hoAD2YQ2aa3wAVxtUShKW+Ktwfpw8hk6lJQs5gtC8BgpkaJi7/pNnK0ZxILi8ssUUYuV7VWcq6hNTZblgEIIh1YxUmo8ktMXXkMIjvv99yCl5+yFOzFB8OlPP86ZM2cpywUH+4eIKILCA5KqrtBRjDOu2VX2kqAcoAnSYXxJFufgPUmSUtRjUClvjN/NeDKmm6dIYbE2pb0Sk6YZEkWrlWOl5vSb38KlF5/7fPBUv9fnyc88TXetg0ARkERCExE4NUhZ3biIjgTBa4Kw2DrgXFORI4XFGoEQhlaqm51rpfHCU1aOJEmBQG0aa7fXHlM3tnKJIIsTnAvUdU1AQlD44F6Vu+A2vjxxa5BX7ymKisI5djZPsZzfJEs6mNqwsnqa2WhBu5WjdIdUZQgTKBYVCsXw6IDX3ncPR+MDujl0221qO6HTzUhUhzMbq/zDn/xOOhtfy82XdjncM8x9zvqFFXpqhfMXtnj5ucuNrYYA2nDt+oROv4dMEtY2trCVJxY1PomZVzXFVNBqR8RKMdlf0M4zCu9YFDFR2mFSHFDPa4QMHM2nlMvQ7DMgyNKM5aIkzC17165y/qvfwuHRAadPrbKyHiFMi1TDeq/PXJcoHRi0W7iipt3SJKEmTy2DzTbTw8Dr7ruP0syYV7LpRZvWCOUZjiu6qyllETM6mHH1yuMkmUKEmtWzb+KJ53aZTUe02/DSpVfY2j7LVS/oD3roOAblafU1ylZsbK1ggmeQ99DtjLqIeO3Fu/mjf/1nzK3EypjlYcHN6YQs1YSwT1lOaeUL9vc+TZxErK2t0+knjEZzJuN9YtVjMjvAMWeln9HOe6yuNZPGjc1V9vYO6K70Wc4rVjo5lSn51ve8h26vBVVBu6Mpq4QoWPr9nOu7gZ2NDGs0nW6GlDl5lDJb3KAd5xgCb/+a1/Lwpz7FX37mM0yGNWfvOYcAilGMUUuq2rI32kV6hRIl3dUdroyuc6q9yVIesNH2hKND3vGGi9z/zu/mK+99J/lKB5QHDNCmrPb54//th3nbd/wd7HKLsl2wKjKmsxGHx9e5+/Xv5onHnuBjf/7bXHzgHXzy3/wx13f3+MSf/Spv/0+/lfl4wlo/ZTjYZHP3Bj/1o/8J6anXcHTwHE8+NiWKu6SdGls3iYT7Nyas9XO2N1IsCU8+vYtOBfZogqUiyITxeI7As5g7jHXMFxXVssKZlNI5quoQYwBlAMeVK0dcuHD+Vb0TbuM2buOvxu0Byb8fnobAuhBOOkUrpNTNPmGUYE1DeITQjR3Xg7O+2W2sazrtNrWt0Cc7oT4YtFZIociSFi88+yhX46+lWpZUpceiSHJNKiLyPGE5b1ZKAoDwFKVBRxFCSuI4IXiQeIKSOOepLSgtkEpRVRatFD4ErJcIpXF1dVKjE6itxX2eB4gmNdidqG1lQd7vU9c1WRoTxQKCRgqIoxgrGqtvrHRD1LVABlDKEycKU0M3beO9bQgyAXfSg2qMR8cSbyV1ZSmKyUlnrCfOekzmBdYatIbFYkmaZBQIoihqUn5FQEUCETxJ0nSMxkojtMI7QafVYv/wuMnHEBJXOypjkEoCFd5ZlLJU1QQpJXEco6MmjMmYCikijK0INCFRWkXEscR5T5xEVFWN1hHO+SaAKzg2d04TRQq8Q2mB942VPM4URQFZok7U27hRTKXE2hItFd7D2lqH0XjMeDrF1J6snQHgakkQDh8CpSmpQtUQ4FixXBakKsGJikQFQl2x3m/RWT/FSmcdpXWTz4gHNPf5r+Do6lMMtu8guASvHRFNGFldl7R6O0zGEw6Pb9DqrjE8PKIsSkbDK6xubuKMJY4kj8e/S1II7rqwgUza1PWc6cQgZYRUTc9tCIGqbGqA0qQZ7kxnBUIK6rrZoeYkAKtRX5t6I2s93nlCkE3QmK+bWYdohitFUZPn+RfvAriNL3vcEmnDP/6Bnw4i0VS2pi1ipstxYyOJExKVEeuETq/NwdEReaqQODqdFkIEdtbXKauCqBOTkhGCYaW1yuj4kHvftMMf/PyPkqrX8pGHn+aVa0OKCL7igVU2VvpYVrh65TkSnVLXc2KdcN9WzMHxiGylx/Wrh6yvtXHG0u4IRpMlf+9Xfo/Llx7l/vu/gmK2oFoadByxfzzEGBiPZ1RAaR0qVsja4ZxgMFjj8PiA+byiFcd4aVhJUwiw0u+hM0FdTMjjHou6op9GyFw3WfFS0RIxlZnSy1c4PD4kRAk7KysU8zEmUiRJC2cSjJ1TVTM22mco/CHjyQwvI5ZzTxwrpkdHTGREYEmeZcS6w8HhMWnW5/reIVJE3Ni7jhIZKgK39AzVnI3Vs4yuznEdh8oqvAvkJCRSM1/M6fVXaGUJi3lFFAmEiKjqmp2dU+zuXifSiqqqieMYUxuSFILUdDs9ynnBan+FspwxWkypyppBfxWJZDEvqGYL+lsppta0UoeWDuki4tAl7kVYX3Fqa42qKKksaA1ZIhD6gA15Hz6rUK2YxXTM6TMX+P3/89d44zvfAz7mcPpZeisb/MlHHmZrS/Iv/uBPOH3uNcQ6ZjwpGJzqYMyS3lXH+//Rd/K6NzxAGe5BjZ9k/3jK2mqH5eyIlZW7mGaOdHyNK7/9D7D1IVv/2c+Q3ftd/Nb/9FNk/QEbgwucXZlz7nV/g7//879AffMmjz76MO/7wR/it377N+n1egyHKftXnuQD734Xr3vLRZYJnG2to9pdSuURtk0ZjphNDJ10DecjhLe4MEcqRZzkJInm8GjCsp5jUWidcnNvjyxdYb4osa5COA2ypCoUSbzG0eiAOAVjDItixMb6Bj/+wz9+S8mvf91pw19oNew2sfjSwxerpuY/9qzdSmfrVkwbvvPOuwKq6UNVQmKdIQSQJ+mwUkp0pKmqGtU0kqB1UyOTJjHeNRV0CkXAE6kYY2ravZT9l57mdeKHOBhNWRYGJ2GlExNHEQFNsZwjpcJ7ixSSTiKpjEHpiLKoiOMmXElrMMZx14Nv4pHlP6HbWcHZxkIrpKCqDcGDsRZPY+kVUiB8IASI4oS6rrDOo4UkCE8kmzAgHUUIJQjOoGSE9Z5INTuyAAiBQjZqstLUpiYISRZFOGvwUiClAi/xweG9JdEpLtRNp6yQOBuQUmDrGiME4JokZ/m55xpRVDUCSVkVJ9U9ECwYYYnjDFNYgg6NWhtAnYQ2WdfsjH6uE1XIxqzqvSfNUoqiRApxst97suerACRaa7z1RLHGO4txtqntiWMEAmsd3jqiRBK8QKmm/oYgkUEjI0mgCdT0zuFP1OxGgK5JRAeU4wH1Xpw1pFmLvWtX6a2fhiCp7YwoSjg6GJEksLd/TJq1eFb8M4x1RGmjnkdF4Oy9p1hZ6eJoI8yUqrbEcdOTG0UtrAw8aL6N4sYLBF+TbN2Nap9i96XPoqKIJGqRRZasu85zL7+ELyvG4xFnzp1j9/ouURTxuPlnVMspd+5s0x20cBJyFYPWeMGJKlpjbUDLmEDTz9v0BjfdxVJK6tpgfbOTK4SiqiqU1FjX2NebFgSHdwIpm+5jKWlSr50hiROefurpW+6uuI0vTdwSymvpapbDMTqKEdrT7fQIwrBcLMhabZZ1QagdPp6ztnqB6eyQjfUeh5MxTknq2lLszZBrKwy2cn73N/4P/ua3vJeXn77CfHqal8tHGY9G0LF880PvYDQ+5ObEYodXaOuc0i5IPLz87C7rRuFX7+XSpVdYG2gWtefi+TsQaoKJLU88+zCJPMeHP/xpzCKQtBJKM0LJlE63xeHhkMnl5+msbTKvLC7fRFjP/vUJ7TSis9qimC5I2xnz0pJnGZVx1NIR1QmlW7La7zCdLMlCyZOPP09//QxnVs+TrMe8cGWPqrJsbPR58uaIG7s3ufnyDV73VW/khec+Tb/fR8qUyWKfa7s3GPTPY6MpWmfs7x2y0dthPrtMnq3i/BzHIYgY7yuEDiyKQ3rrA1b767zyysucPX2G9UoxXh7Q2V6wqjeYmwInIrJEE0ea1X6fUTEiFRKRZ1jrIAjuOH2aMW4xkQAAIABJREFUl6+8RKe3gqsNOu7y4vPPsbWxSbVoMVvMON47pJO2uXrlFbZOr5JkCSJYqvmM/4e9N4+1NM3r+z7P9m5nv3vVraWrq3vWnmGYmQAzE8bGxAlWiBNFwSyxgCRK7GBbwkmIHDu2IULIkfOHI2RnMRgMKAnBIbFjY0QsQIRllobZeppepqu61rvfs7/rs+SP53QnspzICpipwfWT6o9bpXPuOe976nnO9/luqemxPZxwqTq6ukeeNyiRk+RxgS0GhtWsxSSSk+MTRoMR61XD7iglEUNctcPj9Iw902c9XTEyA9743Od57x/4GDq13H/jDh/+uq9iNjV889c7nv/ITVrR55WXj2h0xd7tHZrLJYlf81d/7q8wf2S5PDKMth5xeZaQ9npUTcrWwddxuXxAVinS/jt4/N7v5oUPfYTdyfN8y7/0TfzMP/oZfvhv/iif/j//Pu9/38f5hc//OPujQ/6nX/w1SIb88N/4ETSBvXTCf/vXvofbtw45nl9yNqt5rxlT6pauTOjWj6nqlPk6IMSIRDY405JlObrr44SgsY75coWWKYoE5+B8OkWLlOViQWYysAKTa1w7RmSWsn6EKSQ2eNZNyXBwyOnZ8su9LDydp/P7cp5Khv/Zj8PjWrepiYleSTZdrkprnHd0PhBkDAyytiVJDK3tCMRu1NC0iMRgUsXRwwfs71+jXJRYm7F0M7quAx3Ym+zQdQ1NFwhdhRYK52ONXbmqSYIA02e9LkkSgfOBXpGDsHgRmK+mODJOT+d4C1JLvI8JvFprmrbDlit0kmK9J6g0Ar3aopVAG423FqkV1sdKHL/p8ZRe4oIjMVE6K4NlOV9h0pzMFKhUsq4anA+kqWFRd9R1Tb2uGU7GrFdzjDEIoehcQ1XVJKYgyAYhZDyQNhnOVihpCFgCLSAJoYmBTq7GJAmJSSjLkjzPSbzAugadORKRRlAkBEpKpBSYJKFzLQqBeOv9AHmeU5ZrtDEE71Fas16tSNMUbxXWOdqmQcvo+01zE0E4IV4joUi0oROe4BVK+Q2ojqBeaYntPFJCswkyctaTGIkUhuBTatmQCh3Ze6Ep5wuG21sI6anKNePJkK6V7G8Fels5XmhWyxovIO0luNYhg+M9X/tuujrQ1gKT1LStRCqF95IkndDaiq/iO1BaUw9uMBxPSE2PF3/jE3z4Ix/mzr37zC6PGQ63cYv7pDrj0eoSpObu3XsIIFWG97/wDL0io+462s4xkAYnPMFJvK3xXtI5AB3VAHIDWIMiEKXene0QSATxkKHt4s/W2nh4EEAqQfAGZMD5Ov4cwkbWndG09suyFjyd35/zRDCv3/09fzr0+zkgmU5n9Ht9tHEMen3KeYnSkuPTY67tjZktlyR5QbdQ3HjmeTALxuMJaSqxK1jUM95z6xaPjl+hHR+w/tTf4LXfnPPiy8d8zcdvUs0r7LCHKC1na01dl+TlisuLip978Jv8wx/9q/zaz/4vfOYLjhtXnuH2O3NK17A/GXNRrvm6b/6zKFViMsc4ndCElvv3j9HBcDG7oCiGmMGIhw+OyHoTxnJB4zylcyT9jPKiY7Q1pq4rUq0J3oJziMQzO6/Zu7qDrUoqF0i0gVCjM42va+pWcnw+Y2/3Kpdnp5Rdx/bOHutFhXYBkWpUnlDVFc5CkeWgBeV6RVFkNE1D1wWMUlGOIwRVWaNVggiC7Z0t7t17k9vvfJ77D+6zvT2hnK249/hz3HzmNjdvvJt7bz6gnxl2J0PmXYn1kJuEUVbQhhLnNU1jEUHxmRe/wFd/6EMEJXBVRdssqbEkRYrrOmyX0LVL+skVbuz3uFyfs14uGQ4n2HYTMlEEAgZvBf2+Ymdnj9df/xLPPf8My8UMUCRasbM9YTlfkBSKYS9hUZaIxpIVkWUe9HZp2orR9j47V2/QOcW9z/46g9GzfOGN3+Yf/MKvItqc8cEQlybY6Rv8m//yN/Gxj38dezsZb7x8zvVne4x3xrz56suMrh6iuy0GmeHy9BWK4T5GpXStp1rUNHbOD/03P8Uf/cZv5ud/8xf53KceUKxn/Pqnf5Vv+87v5qd+6qd5xwtbfNO/+BE++nUf4as/8NWMDsbcee1VrBvRdprp+SkX9SlbO/v0Ms30sqbqFMUg+mb62YAgLxHekMgdlC45OnqMMBpJ7NurrUfrjPlihpQSYxJs6+gkLKZr6s5zdPqQawfXWSyXeMC7KBf7r37wLz1Rp6RPmden8896nnTm9Un8TD2JzOv1Z26Ft5jUrotJsVJG/6OzkVGqm4Y8NXTWRtDQCfKiB9JitIlfvi1Y1zEoCqpmRTApdvYmt2b/FrNlw2S7wFlH0Cr2gTuBcw7lLF3r+do//HFO73+Jy6Mj5stAnhb0+gq38di2zjLZv81L4ieRKmBkggvRRiURmwReg9CauqqROsHQRX8nAakkrg3oxOCdizLeEOIfGehaT5olm2AgkCLKfIWMvbfeQ9N2JGlG17S44EmSdJNeHKtuhJQ47wgBlIw0tXM2gmTv8T5EFnTzXdI7jxACECSJoSpLin6fqqpIEoPrLGW9oCgK8nxAVVUoKUmNpgtv/R6JloqAi6nEm6Cg+WzBaDQiCAEuMsJvXYcQPMHLWPMjMvJU0bkWa+P99B4goBQbH2aUaidJynq1ptfPsV0EWFKKKLO2HVIJtJJY58DHcKyA46vVd+ODQ5uUJMsJQVAuLtG6x7JccnJ2CV7FZGcp+Xz3I1zZ3WNre0KaSNbLlrynMYmhXC0xWYbwBq0kXbNC6RQhJO/134azHh86Xn/zIQc7B5zOz1lMK5TruJxdcnj9Og8fPqI3SNjbmrA1mXB/9HOY1FCuV/hgYq9u29D5FpOkKCnouuifVlpCCCipQcSkbikShHDUdb0B9/LtnmEhomwZwaYqKeAF2M7hfKBparIsx1obpfMhNsu+8dorT9xa8XS+MueJYF6NhvOzUxKZMur3uTw9ptfrcf7oku39XVyQDLd2sUpTpBqXgElqXnv904x3eyzXFwzyHqtFznhk+M1XPkuv6MHKk934dr7mximj8BO4xhNGkqY+4+59haWlWa/Jtidcu/0h3nz4ef7Qt/xx/sGP/j0enK/4I9+2T3dcUbmW/mhITc2zNxXdapdZvUTRMUwU737+Jm1r6Z2B7wzL1YrnD7ZJkoxlZTHB0VOeVXXB/uQQ2dMIZ2MPXRsYTMbUZUNiOkySMBkMmC9L7tx9zPb2gOmqZmAyVmXJMB/z8P4DeoOMqmyYLmasFit6kxGXj0+4unuAdIHZ4hK1vR1TBH1kQgWKtp2zqixXrx/y6NEjdq8ccHT0iBvXr7FaLXjXe97FopxSFBIpHC2W/d0Pc/TwMUrew9Udk8MhySBlXMYNNc8GtEEzP5lhtGNdrsn7fd7xjpt4X1E2DaO8QCQGt2zppnMmOzvMa4siYae3xfnyIWmespXu4WzD7sEAZwNpmrJeXjLc2iXvZwgled/7n+Po8RG9fIiQlhBiaENv0Gc42KLIUtBL3GLB7dvPgXDcufOA3vCAX3vxPj/7s3+Nr/+DH+Df+NjX8wM/9MPcOLzKqsspqpo/+vGP8U3f8EG+dO8e/eEutpxz8uaU0SBhfj5lel4i9S5h5Vj7h8ynDRbJarFkd6vg3tF9tgYTZouW7/vP/iRnRzO+6uwZ/sL3/nE6pXj0+iUHe1f41u/4w1T2GFFO2NrZ5hc+8TlO1hXl4wXXnxshhCU0cHS65nIhGBUjnF8R2gwTWsaTbS7XM4yDdb1GZdE/dTpvWZVL+nnHm3e+RL/fY3fnCm1bIxVYu0LJFAgsZ0uG4x2uHBzSdFHWU63XGKNJn/pTns7T+f+c3wmQ/H8+9v8NyD6JQPUrZaSEtm2QGxlp1zYopWjrDpPGw1qdpBu2TxAESOlZr2eYRGFtuwG6EqMls9V80xcbUPkhk/wKhocEH0CD8y1lJQh4vHWoxJD1BpT1gp2r1zi5f0LVduxdTQlNBJLKaBSOooDMpnTexmobKdD9PHZkNhCCxDpLL0uQUmGdjz7VTfBUmmSgBCIEhBAxldcYvPNI0SGkxOjYa1uWdZSlth4tIyDTylCXFUqr6L/tOpy1KGPo6oYsSREBOtsikiTaMd8mPQQhWDob3pbzpllKXdfkeYZ1lv5gEFlUBRDwBNJ0HEGRqAjOk2QaqSXGifi6pSYg6JoOIcQGLGt6vZyAf9u3ipQEawldt2FrAwpJog2trZFq4zEOnjR7qwtX4WyL1glKKRCC4bBH3dRoqWFzRhoIKK0x2qCkBOEItqPX6wEBVwqUTrmcVxy9coft7REHW1u89vpd8jzFeoVyjoPtLU52fo7ny2tonRJcR1OC0TJKrluHEAnYgKOm62KvqrWWJEn5VPNjGG3oupYPPP9dNHXHsM15/tlDghDU647Xkp+lOFxhQ81jl3CeGJbTksY6XGPJewbw4KFuHKYDozZMuZdIAsYYWtchN9+nUC0IaGzAuRYlNVW5RmlFmmR4Hw+BuuAQRObadrEfOM2ytyXdzlqElPFaP52n87s08sv9AgBefe2L+Dae3l2enFD0JcJItrd3SKUgFZLlcoaVkvEkp+4aer0RW6MrbG3dYrGApi0wxRRbWlpnKKs1k27KyoPUh7zwn/5Npud3GCwEbp2S2CWJg4P9CdJbMnuH//pP/C2yi5R02PLHvvUb+eH//pcptsdM9nKct6zXlq3xIb0tGBnFTuIQ3Zp2NWMxP6U/yMjzjDwHr1seT99kWdYIXbBeBVSYcLK4wNYNKilAatbrBU29ZjE/5fnn380b9+5zcjZlvSoZDXNGwzHS5FzMW5atpfSerf2rrMuGojfAOrh+6zblySWj8YhaOqZ2xWBni4v1gmXXoBLP5eySdVUhZMLu7g4nx6ccHBxwdvSA3fE2ywtHUzkWyyXHj89YzlpO7izo631MUvLsO/ZofcULH/wAovFMH664nK8JWnJ8/JCTL90hFAmiUGSjjFVXxoJxEViuF8xmc9ZzB/TJevtYm7CslvTHmnV7Rm9QRD9LkjEoYlCTVoL5/JzRYI/10nL08Jj5xYKTx1MG/RF1tWCY98lUghESLRz3Ht2hW6zpZQluCJfTc+bLGc8+d4teL+Vzn/5Vzu4f8Xd+7O/y4//bJ7lnz/n86y9xY3CHn/kf/yLXbw6ZrQuyrI8MCeuqY2nXnK7mPDy/YNVaFuuKhw8veOP1E968M2W9UDx8dMGvf+JFdre2OVnfo7WeO7/1Etl8Rm/Q55O/8Ft85lfuMj065rW7r+OtZPaw4NWF5Rc//UWOHl+wfHzO1WfGrNaSV7+0YGV77B/epLMt8+qM9drRucDx5YxPvfQK5WXF2XpB6Wpm03Me3rvDuN+jqUpW85L3feDDHBw+w4OTYyrrWTeW1oMVgsV6TdrLWbYVZVvj8XS+Y7w9plcUpGny5V4WvuLnqTz06fz/nafA9Xc2q9VyExgDXdNEX6sQGJOgiAyksx0eMEbhg0cpjdEZJulhLXivEKrDu4APEuctSeiwARA5g+e+iq4tUVYQrEQGiwyQphEoqFBy53P3ka1Cas/VqzvcvXeB2kiRo6QykJicDyTfjhGCRAYINibldg1aS5SSG7+lp25LrPMgFc6BCIam6zZ1NQoQONfhvcPahl6/T1lWNE2Hsw6jVZRQS0nbeawPuAAmzXAuXoMA5EUP17Roo3Ei0AaLThJaa7HBI2RktJ1zQAxPauqGLEtp6orUJNgu4F2gs5ambrHW05QWLVOkdPR6CT44BqMReGgrS9c5goCmqWjWJSiJUAKlY0qzlDFS2bou/n4bAI3UaQT53qK1wPl242EO0d+szNuBXPG6pjgbqOuGru1imJMyOB+7aqWQbLhGyrqMichKEDS0XUtnO4pegVaSxeyStqp5/OCYB8dTytCwWC3J9ZoPf+gd5LmmsyoefiBxLmCDpXEdVdthvaezjqpuWa8aqrLDWUFVt0wvZyQmobEV3sN6vkTZDq01s7M584uS36p/nHW5jhVElWLVec5nS+q6xTYtWW6wFlZri/WaNMtj4rJvsDb6p5u2Y7pc4VpPaztccNiupS7LGG7lHM46BqMxWVZQNQ0ugN34r4MA66KCwXqH8xGAh+AxiUGrGHb1dJ7O79Y8EbLh7/jO/yD0eil5FgMBfIhhB+mgYLVcUa9LtsZbyCDoj3coF5eMJtuUdYvvFhT9BNvA1YMrnJy8yWRYsK49w2FB1jes1i2paLh54738zA98F9d2r/Ibs4ZFecxu7wbddEYxgEzs8q/9+R/ipb/+n/C58wV7B9cYDB1Xr70b0S7Juinf9h/9de6ff5Ir+9c4PSqhSfGh442Hd9CioJdoFt0lb9yZkhU9hkXKfO2QKqXDsjpr6A0GFFnJoBhy78Epec8wHPZZdS3dKmDDgtrmlItTmq5hkBcs24R2sWb/6iHz9Sn0EqgCoatZrS4RgwNUgDTJkEFycXnKYFAgFKzm0B/kzOcXFD2DE4IsFXiryYqU1XpGkmjaBpqmZTQacDGb46VD1RnXb+8yu1yRyDG1fcTBlats9cesVzW+bKjbhmLYQwRYrdZsbY9ZVzXz5ZrUpFSLGXsHV8gGOZfzC9pOUPuObVVQFYEbec666bC+YW9rl8vzGXk/xdq4mU1Gu7H43EiSFKTUmyABSFT069aNxySwtd0j62Ws5yWZniDWb/LyqydceeYm2SBFtRn/w9/57xhvHXJy9x4f+vD7+Re+5l9lvJszmx6TFRlVUyMxuHDE9MKxM34WQsV0cU5Zrtga7+KlpSj60X+jBINhgrW7nJ3eZWs4QimwHqpWkE4K8q5jPj+lMobT044s3aJcnHB2NGcwge3JmOpyyXSxZDAesLd/wOXlmrP5OXtbV9GyQinH2fklw8EWk/GYi/UZudnB+4629QzHA6bTBcNJj+Ojmjqs6GcSv5ZUosE2nizLYl9dbrBthVSGojei7WrwHdJrfN2hlOAv/qU/90RJfP5Zy4bhqXT4n/f5p73/v9v39Q/y/V+xn5UnUTZ87frNoFRke0LwBKL/TmmFtRbvXPRyIlA62QTkJPFLt7coLQkesjSlaSqMVjgfO1aljgnB7+dbKfIBj1/9DHmacdl5rGtIVE7oOpQGScLB8+9m8eYXWbSWNM3ROpDlffAW6TsOb7+Pqp3xevq/0tQOfARo63qNQKGloPMdZdkhldpIWANswqRs69Fao2Ss9inrFqViv6kLHm8h0OGCwnUNPni0Ulgv8Z0jzTKsa2IikY9KLWc70CmC6H8UQNtuAKEA1238obbbyGij5xEvkCoGZEkpNvU4AaM1bddFVtMr8iKh6ywSgw81aZaRbOp6cB7nPWoj+3bWYRKDczEtX0mJ6zqSLENpFcOmArgQSITCqUCu4v0KwZOYGBKp9Eb26gPGJLFWSAqkBETsLoWNDJYohxYCkkQhtcJ1DikMwpUsVw0fLv69KLf1kkeP72GSjKasGI2HTMb76ERiu4Yvqp/G+3iSEmjo2kBiCsDTdQ3OORKTEERAKY1zFiEEWgtCSGmbEqPjd54AvMd/B180/zPKezrb4IWkaT1SJjjb0NYd2kBiokS7sxatdZSGd5ami2y9wCFEoG07tDYYY+hcixQJECXl2mi6zqKNoqkdDoeWgBM4PMGHKLl3HpQgeIcQEqX05j0HRIgSdSEEr7zy8hO3Vjydr8x5IsDrv/+nvifkWY51jtUqShnTLEEnCcvlAt/FntPFYsGwiMFIMc0u5aI85+BgD9EE0n6BIuHk+Iz9g11cs6I3TJAojGjYPgh84IWv47/4M9+CepxyzIh0d0rdQeYFrk7ZzQ649Y17vPj3P83hzef44Adv89tf/Ay7N97LtX6Pf/1P/+d85jc/wcnxm7zwrudo2pr7RzMsga7xKCynZxW9cU7Twfysom6XZL0+SVpgcljXp4zyKxjpcLZkNo3dp+ePL7l+/RYnlyegh0xnS/J+SrOa43zKtF2xXC4JXhCajq3hmMq3pJM+Rkpc2xGQVGWsfen3c05PzykGCVIahoMtlEyx9pzzs1OydIIxhjQZcHkxZ72ec3i4F3vWmpY8z5gvHnM+FVy5ugus6VpJMehx9PgxRX/C9b1dLJ6qrvDWcfOZG7z44ovcfu4Wq/WCPM+pmprUpKSyoCgyTs5P2OrvkoQSPeg4u/tFzo+XXHnnC+jemJ3xDuv5JcNhP26cVmASg3dh85w9nLcUvYxUaaS0OBcoipyydAjRZzDq0yymcHNIUQXseo5UgsYqzs6XnJ5NubGzQ9N0rKsjDg+vcHwxo9/bQmvD3XtvcPvWbQKBumoRIiAklOuSJM1QwmCUJk0jyBYCWi6Qrs/23pgHD15jPNxmsnXAydEMkxmqtmI+W9HUnvlqwf7OGCNSyuaS5XzNs888izSah48fsq5blMm5upVRNmdc2blFkhSczy4Y9LeZTWekhQCf03YxsMJZTZLlNK7m7PKY2iUkpKhQkQ7G2LZFbjaUzgVG/ZymaaibFqUlRihcF3DK473jB//yX36iNpqn4PXp/F7OP/5ZeHov/8nzJILXm7eeCUrGoB/nLFonSCURMobMsPFpdrbDKIXWCuf928FEaZqCB6kUAknTxL8L3qJN7D19P99KksJoOOHVL7yIqCUNGplET6oMELwilSnFbsLseEZW9BiNeqyWc5J8QK4VB7fewXw25cXmRxn2ezjvqZouMlcuRMjTOpSJ9Sy2dTgfg6eEVEgJzjdolSEJhODoOofWmraOXaVN24A0tJ1FKYl3HSFIOu/i9QCC9yTa4IJHGo0UEXQEREzd9QGlJe1mv0BItDYIJCG0tG2DkglCCKTUdG2HdZY8SwFi8rNSWFvTdPFgACwhRGa1rmuUMuRpGit6fARHRZEzm81in6mzm2qgKEmVQqGUomkbEpUgcEjtacolbWPJekOENiQmwXUtWse+39iHu2Fxrd0ccsTDDSkEglgBo5TCuQBCx8ok20FuUD4QrAUBPgje2X4LTdORpwneeT7rfzyy0G2HUglSCsqyfLsuJgK7OM5FRlmIWKeolHwbOHtaCDp6h+sVRicYk9I0XZTkeoe1LrK51pKm8X4432I7R68oQAjqusb5yNhnJv57lhRIGcG/1hHgx8RmhffxNYUQ65t8cLRtgwtykwftkDqGZsWJDKx+2wftESKqHWIQcfRhv/bqq0/cWvF0vjLniQCvf+7Pf3+o65bVuqTXH3AxO2Y8mdC1LZPJNsvVEls3DIuMVki886TpxnDuK9JEsT/ZYr0+AjRb23sI0eK9RkkQPjDoCSb6Ck3/hOs7H+Hnf+L7+PVPf4EyGPpyDLojSQymhu333+LVT36a937wQ4wGCWdvHnP7A+9HNEve8zX/CqKfcHX/FkcPTpktSoKuqVY1beNIUk9qDvjcFz/JeGvCoOjjLMznc8bbKf30OZb1XfYmN3DyhLpU1HVFkQ+x3QofBFLlfOpzn6FmwBdfeZnnrh2Q98YsFyvSLIMQY/BtuWR7vMXjsxP6OxOEByU189kUh2Nra0Se9ZieLrAuykDSPMF6y7XDQ+7fO2V7L+PNuw8ZDCYgOpJUIqXm6uE+i9mUUbbDtDyiLFuqpccFSIqUyWgMQDNbk+QpJtO0Tb2pCHCkScr+3j6n52d03tIf9OMJqjEM+ikhGIJfMxjscPmo5vphwoPTS3jr8amm1ytwLtDZjvFkwmw2IwQY9kbU1ZrBoE9mMsrqEqMM3gfSVGD6mrOzCzI1QHaCYjDi9Xtvkg8G2NUlKg9cvXrAF+7eZ5Be5/LyCO8aru3uUXUlq2XN1ngHiebl177A7eee5fzkgms3rtLUNdPpkp2dPkIIMhPlUkkiSMwe0liOzs+4efUW1bJmPi/p9wOP5zOM0RRIqrpBJwGjAiok5H2Dc5Kt0STW2CBoW8eVg5s8OH2JdSmRocaknv3dK7QNm1NtSZoUSN2yXjYM+gWz2Zxlu8bbPi6p2R8PcV3G8dkZeZph25pekaFUwtGjx2xtDWO3UKIYFEOml3PyPPrE/syf+FNP1EbzewFe4XcXwD4FPE/n9/s8ieD1+effGZz3OOtQWtN2DcYY/IaJs9bivccoid+wshFACEKIwUepMTjXAAKTpERaUiAEEOKy+UHx7+B1Q5ZMOH3wMtPZAhePy0H6KD/1kAwLVtMZg9EIrSVt1dAbDsFbBuNd0JLX079LUzV01oHwOOfwLiAVSJGyWE4xycanuanQMYlEyx7WlSQmJ4gG7wTOO7TU+OAiXScUs8Uch2a5WtLLUpQ2m7TYKDcWQuCdJdGGum3QiXkb5NmuJQAm0Sip6BqLJxC834QlBfIso6paTCpjEKSO8mkh43NnWYrtOrRM6FyNcx5n2bC2EmMMAL6Lr0lsmLxYZBS9qmmS0rTN237U4GNdj9aSECRg0TqlqxxZLqmblsh4viUfVm+HDhlj6Gy3uZcG7yJDKYXC+Xbj44zPL7WIhInQm6Anw7osUVrjbYdQgSzLWJYlWua0XezlzZMEFxzOeoyJVT3L1YJeLxIweR69o10XK3IAlIjdtFLG+y5koG4b8qyHt28dTEDddQgpUESfsJAR8Arkhg0XJDp+5gWRAY+S3wXWCQQeKcPGv/r2ZUZKHT9/1qO1outiRQ5BEaQnNZrgFXXboKQieIdSCiEETd1gjI7dQlKgVWRulYws9xc+94Unbq14Ol+Z80SA1x/8ge8PnsDj4yNu3brNYjWjKPqoEF0HxihcsFhnCZ0jKXK6rkH4lrbxZEUGwbGYlUz2+nhfc3E2o6tqnn3mHczna3av9BluWZq1Zme8S1Wd8gc+9gI/9Ge/lxd/5Q1IB4x3R2RGsv++99KdPKQVjnfcfpbFzGIvXuL2B78BY8/Y++i3M+pr3nj9Do1Lsc2K3BQs5it6A4MwkOttsr7i9PweveyALE/o2jmmN+ITn/g856cUH9JQAAAgAElEQVQrXNdnvnpI23jwgbbISY1H+AynSlJlaLpAj4B3mi4pObss2d/fYWhSzk4uMGnC0cUp73jmfZRVSS/PGY2GPD55QNHLeOmlz3N48914b+kPNZPtjPIsQSWSi4sZg7Ghqtbs7e7y6NEpXRfY39vFyo69nT1mJ18i0YeUzQofFmxvH3Dv/gk7420aWaKDoigGCGGouiXeBUbjCXmWcXL0mOGoTxAdWmmOj87Y2R6RJyPoHK2QDPtjFquK4E8xWT9uDtYhlGY46tG2nunZnMmkh/UtbevJ+j2qsmRne4v5quL05AE3r91mNl2xu7fLfHWMNjltmUOxZjTocXp2ihCevdEhF6tHhKpPNsiYzs7pF3vo/JJ2WjDe1rSdpSslMrmkbRWT0SHT4yMG436UMgWFlw29rOD+3Tc5PLwGOkHoFYtlwLnoAfLBMhyPaNsa0UJwDVLXJLJgVS25ejChtobJuMf8fMH21hCtJXWzRAhBmhWkMlYdLKae69evYW3D+cU5u7tbNG1NVXYI4VAy5ejoMVuTHR48fJO9K7ukxQ4Xj2ekfQHBxU43JFVV0TUdWhlUktIFS71YM96aoBQoY1it13zf9/7HT9RG83sFXuEpgH06T+efdp5E8Pqud74zANRNTVH0orxV600Wj4hpuyEQiHuv2MiLCVEuqdSGlescJtEEHG0TvaVF3o9hOqlGJ4H3uu8g0QnOt2xvDXj9pZeYXZQgNSbVKCFIhwN8U+EJ9Hs9bOfx7ZLeaAcRGtKtaxgt+OTqR3BBRkAgFbaLEmYkKGGQWtA2FUqlG4bOIpVmOl3QNBaCprM13m+Sf5VEbgBNwCGFxIdAzE4SeOloW0eaJmgpaZsY8FS3Df1iEJOTlcJoTd3UKC1j5VoxIASP1hKTSFwrERLa1qJNTFxOk4S6bvAB0iTKYtMkpWvWSJHhvCUQQ4nKqiHVCU44JGLjDxU4H1lhrU1kWOsabTTgN2CpJUk0ShoIAY9Ab+THITRIpRGb3lJElFIHH6WyidH4t6WvOsp3E4O1jqapKfKCrnMkaYK1sRrIOwXKobWibRsAUpPR2hpclBd3tkWrFCFbfKcwicD7QHACZIv3AmMyuqZBa4WQYtOR6lFSUZUlWZ6DkCAs1vJ2R3HYBCt578ADwYPwEXC7yLz6IDBGY9sOY8yGmbcIYnevFDGMyraQ5RkheNq2JUkTvI8HJhAQQlLXNYlJqOqSNE2RKqGtO6SG+Czx/9NbzLwQMZ06EHBdlHu/xcBa53j5pS8+cWvF0/nKnCcibfjwxjaXp0d89EPPow10O3us1ysOr13n/pv3GQ4KlsuGZb2m0H1sV1EY8J3iYn7CsH8dpETJmqPjcwbpgIPJNt1uwqPpPQ6vXuP8cknmBvR7CaJa057DJ39lwYn9Bn7i0z/DX/kL/y6//Q9f4Y2bgVv3r3KkarYn2zyeXZANdhDZBMuah6cP+MIP/wArKbh68wU+f1/gew2vvXKfZ2+9QDG2TM9bdrf6eBzduuNk8WmGoz47g5y2C1gb6PV7lHZKvz/i7vweN69cxyUZi8Ulq/KMrfGQPEmpZ1P0ZEIxznn4sCTXhkym1GvFcHeXgSkYFRMu1sfkyYRX3/gSOzsjnOtobUuS9MG2FIMc7WB21pAKgdYpUlnOT1ccXrlKuarYu7Idy7+7kv2Dff7Rz/88z73zWfZGNYvpGcIo1ouH7O8fUtUVaZESrOfs9JTtyR5GJOhUUS2XGAFtU9M2GUppukpwbf82l5en+LRjuG0wLTT1gt4gYTU3dNYzn0/Z2T7AaEldRY/Qc++6yf17D8mynDxTjPp9RqMh7aomTwzvev49PHj8KJ4Q2h6uFWTa4GVNmhZIK6EK9AcjusaTiD7D3W28D9gs5+LsDSaTbbIMbBPQ0lCHkp3xDWbzKXUzZ+dgG+tbin4P70H0htBJrr3nNvOVJe8kq7nA1hatDMdHj7h29Rlmj6aIdMnOduxHE+6A/b2cs0eeSX+LYtDDO0cxjFLiw2v77I6u8+jxHYphwyTdYjgYcre9g9ILcrWLuZKBc4QsZbx7jih3gYrd3XeTpJrhVpSHWetI+pa818O1FoclTXKaumJ3b8JiXiGkwNWBK9efoawWTNfnGDFE6ydiafiyzS/z/U8Dl57O0/kKnbxIaJuaybiHFOCTFOcsWZZTVRV6wzpa61BCR7ZVQEDQdjVG5ZE9wlM3JVpqsiTBC0ndlWRZTttZZND8tv5pvsp/B76F6YWlCTt88OPP8Porn2V1sqIsoKgyOhFZ37prkTpBSEPAUbU1y7uvYoF1MWdZQVCe1aqiVwxQJlbeJEYTCATnaews+hh17NgMnk1acAzzKeuKPM0JMvpSO9eSGI2SEt90iMRspLoR0Eoh8VagkwQtFUYZWtegRDzITBNDCB4fJEJqCB6lJQLoWk+0jUqE8JFQyLIIYLME5zwiOJIk5ez0lF6/IDWOrmsRMtb1pWmGd9HPGkLsWE1MGiWqUuCsjffRO7yPDDlOkKUFXdcSpMckEuHB+27T1xrlt85a0iTdMMseqRS9frGp6Ing0WiNMRpvPUpK+v0+VV0TfCB4RfCRHRYiPl4EAQ601rEqCIVOkxheJBVts8aYBKk2+BKJx5GanK7r8N6SpAkhxK5aApHK94Js0MO6gPTgHAQfNp26dXy/VQvSkryVqRhS0lTR1rFeUWm9kUDHYKvEpCR6QF2XKO0x0sTPiC8RwqJEgszUWwgZk7QIlwCOJOlHxjqReO+jQkGHt2XWgYAUitY70tTQdW5znQNZnuOcpbMtUmzk2k/n6fwuzRPBvP7S//6TwWiFNpLzxSnbW7BeKTqrqOpHKGlwzlM3a5p1IMtvENQ5q1mKSS112yG1gjan9QOMWGN9Q7uqKAqFlAEXDG3qyfMMQiDPDb7u0UuPEfMho2cTdp7/EN/5sa/n3V/zAQ5NR5EUjPd2WVWKZw8tL3/hTXqFJZt8gP/jt1t2r/cZNkfc7zKmtWcw2EeGmuroEfnuLvuTK5SzC1wiuJxecm1nm5N5xXy24H3vejer5QwF6CLlwYNjWmfpDXokaYKRgkRpXOM4uzgHIfBKkOc5Vw6ucHx0wfH0IWnICEi0gaYMJEnCjZvX+dKdl7lx4xZSSkbDPr/9xuu889azNK7DtpbDw2vcvfMG0ijqqmE8nHB0dIT3lt3BgGTYp+j3WMzWONvSH/ZxwbK/d42joyMkjt29fR48fMhoOERKyLMxj4/us7OzFSUvynBw5Qp379wlT1Ocq+n3+7RdIAhLs7Yxdl6A1IKclFldkiYFvTTG9gsh6JqaYjLCGI1Yr2mFwgswSMq6xGnJ3sEBJw8fs5jPaVpHmhbs7GyzXi9x1uKsY2dnl0cPT7h6fZfZbMlwOCTQ0TQlUhky0dt4QEvyIiOIsDmJtSBjYMWw1+fyckZiCrT3zOfn7F29wrAnmC1meBGAnKqcszXeJUskeZ4jmtjvV0wauiowHGuKfIStOnxqKBKFcJait4vjMfXKo90hzpRcXE559tkbnJx8iesH16i94+TsiGuTD1O6L3HysCXNFQdXxty5e4SQsa9OSsO6Lfniy/e5emXA2dklN2/epFyvuVhNGfRGuE7iQsewn+BdhlQGG2qUEHzPn/wPn6jd5veSef0nze8EzD5lX5/O79d5EpnXj37tB4MUUeIbD3HZMFgC52qEeCu8x+FtQKoCRIPtFFJ63KZ2Bq/wQSGEi+DNOpQSm/AcgZcbljYQpZpeo2TN+7rvxBSSpD/iM7/6a/THQzIZUFJhkgTnBUUWWC5KtApIM+Js5UlyzSv+x6i8pPOgdRpVM02NTBJSk+G6liAFXdeSJQmNddjOMuz3sbaL/axKUVU1PmxCpjaS6OhjDbRtC0TCTylFmmY0TUvTVsjIyyIkeBcDjPIiZ71ekhcFIDBasSrX9IoCHwLBR9lsWZYIAc57jDY0dZT4JlojtUJpje3shrWNICtNM+qmQRBIkpSqrjDabEIZNXVdkaSxoicqkjLKdRmBLn4DpCIP6F1Av1XJIkARfb1SKpTcJB4RQbAyJvbiOoffxDUJiJ22QpCmKU1dYzsbAapSJEmCszYCtxC/b9VVE+1YnUWbKJV2LgYXSbHxgDqHUnJTySSjV1RE72uscuqiVDpA17WkWYrWgu6tkCsis5qYBCmiLxavUFqgjCc40EaglCE4T5AxoVqEgFIpgRrnAjJkBOFou46iyGmaNXma49l0syZjXFjTVB6pBFlqWJcb1jmEjZ/WsVyVpKmmbTuKPObVdJsU5OBjZZRWkhCinDhsrvDnP//5J26teDpfmfNEgNdP/dLfDuP+biyOVhJcSV3GWPF1s0YnA/I85ezslJ3tHlUjadsTltOOYV7QdoG6bkkmFUfHK25cv8IrL7+EKHKmpy07+wecLh7xyV//HL3ekNdefY2PfOhjuO6cg2c+yLKe89lffJHB9YTsyg22XvkC9faMw8E2o3xMCWylinuvv8Y7bj9HsXPM3/7JiuT5D/DCx/4Qv/T3/hYiMUiTcO3wJqmXTNfntM2KItuirEuMMYTWo3JFXbZoYHu8xWJV0uHorMAoR97vxYWgauhCR1mWXDm4xny+5Pz8FGc7JqMRTjo8GQfjK7zx+LMM1T75UNO06+gXzQecn0+5evUK08s5aMneeMx8tWQ42aJeV2ilcCF6gs7OLjjY38d2Lb005fjygjzLqUt45+3bfOazn6Zzjq/96g/wxXtvsn+wQ7Vcsr2zwyc/9QkOr1/l+sFtXnnlZd7xzuc5OzvlysEe1bJia3eH49MztidXuJxNUYmhKBzDdMRquaQo8s1G0ZAP+9x/dJ93v/c5ZhdLXHDsbO/xid/4FO974QVS5TidrdBSsTve5vHjRxitmUwm2Lal7DrsZmNUSrGarxkMBty9e5erV69S1x3FMInl4VrgvWexmDMYDJku5kwmE7TWGGk4Oz1ne3uHECyv3X2TW9dvslguEMFjMsn2cIsHDx7RnygyMSIvYuH9wcEOTbOm1xvhqVAukGce6TU3rr0bpWrqumZvb8JytmCwPaFeLVku5gzGGi2u4nzJeKfB1prlsmQ4GFKkA05mj6HL6E36vPHGJ3nm6keZLV8nTyYspnNau6b1FcslDAbblM0anQ4p65Zy1VHVawb9HHSP9eUlzWpJlvfJhxOUthydPuTq7iFaKv7Yv/1dT9RG8+UGr/AUwD6dp/OPz5MIXj/+0a8OWieAiAxqcHgXX6b1Dik1Usool0wUzoP3LbbzGKnwgRgKZBxN48jzlNVyCUrGtNg0pelqZtM5ShlWqxVb4y2Cb0mLEdZZbpz/EXQukVlOslrgTEeuk1jJAiRSUK5X9Hs9VNLw4IFD9kcMtnb45eP/EjaAM8sKJNC5dgOCzNshP1HyLOJBL2z8vC76UQMI8X+zZG8xZ5ERzbCdpW3bWGeiDUEEApLMZKzrOVqkKC024T1Rytu2XUys7zoQ0RfcWbvplXUbz3BAyBjslKaxY1VJSdO2mwAk6Bc95ov/i703+7U0O8/7fmv6hj0PZ6pzqqtHsjmIEgUxkmxFpi3ZomJJjmE5UeIgQWLAQWDkxv9HEMDIVQIkMRDAARwFMOALIRChWNRgSaRENSmx2WQPNZ+qM+x5f9OacrF2d4RcJgxQlOu9KeDUmfZXu/a3n/U+z+9ZEWNkMh6xrWryIiM4h8kyVsslRVlQ5j12ux39QZ+uS9Cs4Dwmy2i7jszkdNYeekQjWurUUauSYA8hILWmbmqGwz62c0lMZxnLxYrRaIgUkdZ6BOnxNE2DkILMZIQQPql9ESJld71LsKyqqijy4hOQVcoNAzHBk7TWdM6SmeyTr+3ajizLiET2+4pe2cM5C6TDgsxk1HWDNgKJToI3xnRtvENpA3hEBCkjAkFZDBEi1dPkmUkiOksZ3iSoBYKCiMdknhgkzvkDoVrT2gaCRBlNVS0pixnO7ZHS4DpLiJ6AxznQOkvPPaVTZtl/DERTIFT6/EMnr9QGISJtW1PkBQLBN/7kmy/ca8XL+eGcF0K8Ns+exs1uQZ5LfNNwY69x3nA2GiCCI2Y1sdZsmw29UaRyHW01QrFkv2h4frWk6A9wlWXf1fg8ZzgpqK6WuDjE5JamvuUPvvmUx5fPKIs5i+uKYBIlVgVN11VsfSq1vicdn5ot8WHNdHyPOOzRBDjrGtQk0HuqeVw8453Lz8D5CaurR2yrjPF0wG4j8eGKrokoDNP5Eft6waQYsexuKeyQ7X7JqOijlOZ6u8UYTVb22G6vmA4HXC3XFIMx9XbDrqt59eIuMsC+sgz7PXbbNdOZJh8OuXy8p9fL0cLg4p7j4zusN3vKUjCfHbFdbChGGZv1nn5vwK7acTycYptEB5wez/nGn/4pP/lTP03T1tR1os8ORzllBvtux35vEF5x7+JVHnzwLndfuaAjoGWJCJZeqWg7T9vsOT2bc//+JbNZj8nkiO1uR6EFsRXcuCUmlzSryNn5lM3NnsFojFYD3n/4Hr1yQJ4bLi7OWS1WxM7hiPR7Gftd+p22mw6rIoPBiOg6nIe22eO8YDwdstuuaZuOYX9I6yTBLtnXnunkhLZuMSp12U7mEzb7CuBQiA5x21CWmv74iEW9RATLZrnk9OSENpAIv1axqzo+8+kTiv4AWkdxZ0y33nE8m9IFRyE05SigVEaWz4nbW87OSpwTjKZntH5Dv9T4TqGYcnzaY7l+Rn8wwduC1eYRmSmZjF/B5FukltwsVgwGR/hqT79/wtf/9F/z+p0Ljk5nLHZrlusld3rnfPjoAbVreePNC26fP+V2cYOUPUaT17DOst5ec3J2l6uPbtnbLYNZn329Y9TvM56MuNrt2T6uyHL41V/7z1+oG82LIF7h/3se9qWIfTl/meZFFK+//JVfiNbZVIMSAm1oiVFSmGR5RQaiF7jgUDqmShlvEFh85xPNVWuiD2kTJyXaKHxrCei0nfUdy3VD0ybKbtf5tCUTIGISfZ+NvwYCShEZGEvEYnQJWuGBPASEiahG0siGTTuAIse2Nc5Lvmv+t8PGuEuZQuSh0qfDSIMNHTJq3IGajBB0ziGFRCiFcy2Z1rTWIrVJ/bEhUBYFIoL3aTPrnMUYgdSatklbwsTc9WRZkcBOKgk6Zy1SS5xN1TzuAHmKB8qsyTJWmzXTyRR/+Jj3AW3SNtAFh3cSoqBXllT7XQIXEREoIKBUyomGg/W4qhoyozAmw/lk8SZAFyxCCYJNAs91LhGQhWJf71EyidiiLLCdhZCsrh8Ti7WWOBcJIqKVSZnnCCEkCrIx6dqGENBKE6IgBosPEaOzA1U3iVVjDlU/cLCcAy4koJTJ6LxFELFdEvUB0sY1psOHQT9Hag0honJNcGnTGglIJEon+7CQGbiOPE8bZ2NyfHSphzYIBIYsV1jXpk1slDhXI4TCmBIpXXqeWItWGdE7lM5ZrW/pFQVZng4krLXkqkjuthDo94sUBbNdqnAyPUIMONeR5SVd1eFiqtXxPuWCjdHJGVB7pIKvf+OleH05P5h5IcSr908jEVa3G2bDI7roUN0tl6tbcjmhV0hE6GjiCrfuMzm5gy4f8fxxxrq+4mQ2Q3U79q7Fix1Yg2qHPF8vCbFms1ui9YTmdsN3Lz/iN373DxhP32K73bOvK3JVkseAlYHniwUnWM5mz3hzeoFzO06P32C5XGP6LSfllFW55rXyFbab7/Fk0/Hf/I9rfuRLd9lVmvM3NM9WgdP5jNWzZ1hj2G8tR6OMwBEmaxA6ko+HLJdLzu+csbldYxuPGg6RwZLJyPe++y6+jfz0z/wsz55e8rlPv82mvqTrUm7n/Q+ecP7qGW3r6ZU5eV5S9BWu80QvEY1HKEkjHcF5yrJHZwPj8ZB929Hv9RIYICt4fvmM0WiEyTL2uw3jwQhrLZ96/R43V3tW+yUhNLz1xit0nUZnGe985894+43XaJuaXp6DlDRO0C9zmqai3yu4vFxwcjpFiZo87/P1b71Hvzfl3t0Jz5+tOD8953Z5yWR2DL5DYHhy+ZA33nqbR0+e8Ok33mK727FYXDEdH+N8y+3NCqE0Pka0iAxGQ6QIuE6xXq+YnU55/OQhvV5JfzhEuAHfee+bvPWp16nrHXl/SlVXFFpze72k18/pupbj42N8V/L0yQNOzyesVre8cvoK2HSiuQ5LhoMBF5NjHj97ymRwQm9UINqWUChKJZkMR3S+pl9IjO5RlkNUvqOuK45G52iVkw9a2vYZA/M5zOAxw36fGKZUW4HUoLTANoZeP8fHJb38LnWzxgdBVvRx1RIXBf1eznJf41vLtF/SNHuKeY92u8cECEQunzxhPp/jAmz2jzH5gCwzbNcRmXtOhsc8/uiS3rCPno/YLbYo2+EKi1KRH/+J//iFutG8KOIVfjBAp5ci9uX8ZZgXUbz+yq/8QgSwnSPTWRJGoUt5U2FQUiBiwGOJTmGyAqFq2lriQpu2ZcHhYyDiIEpESCIw4pM9VxiCteyaiueLJcb0D7UlHikUkiSKPt39fXICedbSNwUhevKsh7UWqULqN1WOUpY4t6NxgQ8eOoaTAu8keV/wx/afk2cZtmkIUuJdINOSSIaUAUREGo21liLPk9XVR4TWiBiQAna7HTFEprM5bdMw7A+woU3EYKnYVw1FmadNopIJ7qOSzZgoICRhHv5CjUwIYIxOvawqiRYlJW3TploaKfHOYbQmxEi/V9K1DustxEC/VxKiQAjJZrdh0Ot9YrEFgY+glfwEHNW2HXmerLlKKpabHVoZytLQNpYiLxJZOsvSIQUytTn0+zRNQ793cLZ1LcZkB1hR2iIfmE7p9yYSgkiiPjc0TY1SyfYsgma7Xx/aEBxSGXzwKCHo2pS3DSGQZTkxStq6Ji9MsnnnZcqWxoglgSwLk9G0DUbnh97YQJQCJcThunmUFAfrs0Yol+BSukjWZB0IvkXLIUInRx0xwztAfmw8kIeeW4tSBd67RHmWiuhTLZNSCus8MQSMVgTvkZkiOJdqnyABnLKU7XW+RkiNlAJnQchIpnOaqkFphThsgUUIRJWcAb/9tT9+4V4rXs4P57wQ4nV7/b3Ym5RcPfmQ09M5Xh3hZR/tO9z2ETGP5Eqy3q/xro8Rgs0i4+JVw/vvvcMrr72NCAVXqxuCl5ydvMJq9wFht+bJZU05MCxun/HHD/6EP/q9Dk9Du4tYHKPpjEfvf8TkdI4RESsUotvRfeurfOZ0xv2bmvnPfIk3RpKxqOiPjzlTxyzcc3bNE8T2mNHZgCtb8/vfafH9GZ964w4ZBaXK2O4f8Yf/Zs9/9V/+TZ5u/pivf23BK3fvcn5xTt3ULJstKnYcTQuEH7DcrZCm5Hq9o9ouuXx2xfn5BdfPrziZ3uXZzYK812c4KLFxydHsgkz1EcZSNw277Zbz81e4vrlGa0ORS6LVeOE5OztjV+159xvf5vziAp1pUIrHTy/5zGffZLPakxcGmUn2mwosFEWk35+AzHAu8vTBB4xOjhmNh/hmR573qVvLsNcnyhZFRlZY1qsdWTagyEus7Vgv9/QmkZOzUx5+cIkqYFhOMVrx/GZLVqYbWJHnKFmmm4ePXD57ihZQ5APqdsNoMKOpWxxwNJtyvV3QLw3OSsq8z831LZPJkH21IQq4vnnMaHiMDBmz6Yyv/cFv8YXPfgGjFTJLdqLdds1ydcPxbMx4OKfIFINBn4ePnnI0nbGvK4riiGLYo7pdUA405WDI0WSEdy2+reiVhs9//ke5vHzEoMgxRaRrwKiCN958lccP3+X46IzNbscbb/wIV4v36ed36eUj9s1zpPEo2SPLe4RQo42hN5jg4pLd6gYpFP3hKZurFbIA10pGwwEBSV1vyXLD4uo5Qgj6wxGb9QqlFKPJkPV6RWZG7LY7fNwjjKbXluxihSwVioisPF5p6vUVYjhBiMBnf/Tfe6FuNH/ZxOtfnJdC9uX8sM6LKF7/9i/+XFRa0TYVeZ4RRQZCIWIgupooQQqB85YYUi7PdZKiJ9jvNpS9ASJKWtsRo6DIC6yriN7SNAGlBV3Xsq7WLBeBiCf4lLvUxlDvK0yeIYHPi38AwRE21wzyjKrzZLMJfS3QeJTJKERGF1p8aMBl6FzTRc9iG4gqo9/PkSiUkHzT/U+slo5XXz2mcStWt5ayKCnKHO8DNjhEDGSZPNCHLUIqWuvwztK2LUWROr5zU9B2FqlU6ujEkmUFUigQKRPsXDowb7sOKUTKiQaR6MF5EkLb1ZaiKBI599ArOhj2cTZZjpEC7/yhO/ew5RSSGKCp9+g8P+Ql3aFuL2VXU1ZSIlXA2o+zqylH6qxHmWThrqsWIUErgxSCtnMIxYGwKxFCAUmBNW2DINUK+uAONTnJGpwZQ+ts2mLGJBi7tksC/SD4uq5B6+ywBTcsljcMB6P0OIX45JpZm0jIRqecqtYph5yZDBc8SmZIrfBd6s1VWpNpTYzhUD8jGA5HNE2NVhKZdC1CKPq9Mh3GZznWO/q9EW23R6kiPS7fpuocNEIpiMnSrbQhYnG2S52yOse1FhTEkH5HEEmUS0HXtoev0zhrEUKgD4ckUmq88+lwR0hUkDh8qkYChI9EIfCuA60RwG/96z944V4rXs4P57wQ4rWyD2ImS5pWUhRTwv6S0Ky4XK+49+ZbqFjg9rdYKwlyi2s0evAR3faEYTbhve+/y9FxRmw9Ll6RlwXbVYb0hsFxjyfPL9kse7z7jX/G+x+d8yfv/xtkdozpj7hdrTmdz1i0NSMhMcWI9faaM6F5/5u/wY997if4znceMzs3TLLA4N6ct7/wFr1dw1FW8GT9IeubW0wzZjKdIjPD537mZ/j+SjC8eBv3fImZLTDhHOemCP0++51DK0VeZDy9XrLfO1abiAkNi92Gxnu0KZhO5mgtQUSqqiKGltFoxkePH3Hv/C5Fv+DRwwX3LkNQ+lAAACAASURBVM5ZbyvGgwG263h+dUXvaMr18+cMBwN0lOSFYbNfM50dcbWpeHb5mNdff5XoLP3csLy+JsuGzGbHfPj4+9y9+wpFViIYIfyafb1EFxkn/TO2ylIIyzDL6ZziW99+jzfePOPhR/f5/Bd+isubd5nPXufJw0eczk/43gffY35yh0IaoizoT+H7H7zLm69+hrqpWW8b3jx7neXmisXNDS4ITi4usNEiiSyXC4ia+dGYpk79fHXdYRCYfsGuWhJ8ZLOpkiMswptvvcp2VyHI8XFPtV8xHQ1YLHZkukDnGYvlbcrvuJbT0xO6XUtv0Gc0GLPf3dLvZ+R5zs3NNeev9Ni2mlBL+uWI/e6Gs+MjdJlTuABGgci4e3FCaA3b3TOmU01vAJnp0ysVuCE6V0Af06tQnND6d8GPGQ3PEdKz2dYMBiXBC/LeBKkCdb0j04bONgyKGdfLR0iRMR312ay3RCWxXUdfJivapqqYT6ZkZcGjxw/o9bMEMvQaYRz1vqEONT09pBAjer0hTdhhqXn87IbTgcFHx703vvJC3WheJPEKP3gB+/G8FLIv54dpXkTx+ku//LeiFBIfBEoaom8gOBprKft9RJRE3xGiABwhCKSqCC5HS8Nuv03iL0QCHUolei1RoDNF07ZYq9itHrGvctb7Jchk++ysJTcZNni0EEip+Yz7VXIE+/UVo+GY7bYhKwRGgioNg1Ef5QKZlDSuwnUdwhuMMQgpGMxm7K1AF31iaxGZRcaCb8VfB7HH+wSYklLQdBbvItaBjJ7OuwTbEclyLFIZKN57iB6ts0QnLkqUktS1pSzyT3KRMYTUcZoZ2kO9iyT9LHuACLXOJxdWr5dgTFLSdS1SajKTs2/2lEWRoERoiA7vk+U3VwVOBCQRLSUhCjabHf1+TlVVDEdT2m5HZhIhOM9y9vsdWV4gESAUysC+2tIvB/gQsM7Tz3tYl+JRMSbQUziAg6y1EAUmS7TgGEldqYDUCue7tF20/pPnVL9f4pwHFOBwzpLpVK0nhUJIibVd6r0NIVmDfdpIa23wLolUebg2RalwXkI4CGnfkWcZQinkx2tgISmL7JBTbcmMQOkkYJUSENPmExRCeQQ5IW4hGrQuECJinT8cBCSIZoJSOaQQBzt0RmdrQGK0SoDKj/8OQQSs92TGIFWq2lM6VTDFKEBGvEu5WCU0EoNSmoAj4GmajlwnuNZvfvWleH05P5h5IcQrzVWM0ROVpN3s8CJieopgFb7OIbepy6uA5nZN//iExeOHSCyDoynvfOubfHqkqfUZe7dCZ326ao2tHe2+5vjonK/9zu/z2tvHPL+sODs5ZrFc8k//5/8VHwvmRwNur2t6vSOEDMRswH7fcT7JePyt3+F80LBtAtpHfvpnz2jtClzOrHfBzaPHNF1gcDFleiQZmYhdZRxfjOgdnXPTK+maV2AwYRyXdNWYtt0QgmTT7NlVNde3C+4cn7DedcyOZ1hvefDBR7x67xQhFI+fLjiZnONMxaw/ofGWxe6GojdDhcj2eo8YKESQKJVOCOu6obYtKI1GJciBzrhaPee1uxeHjO0GW1dMZ32qxtPrj9luN8ynJ1w+eczdsxPKYSqnblygqi2lDPQGQzabFTJGNus9n377U9T1Ehs1vsvZt89AFbjG0UZPiJb5ZIptM3b7LYvNirc+9Sa3V0va1pFnQ3bbLYORZrtaMRxPyLOM1fYWqQSD4oxIi48tUsN61dDvFex2O/J8TFGkbruyV6BETuwqbm5umZ6cUfZz6n2F6xTRRjbbZ0yOzlguV7x67w5Xz6+YzyZ879tPefWzpxBaptMCt+8odQ9LstB8/Q+/QW80ZD6fcHo+YT7opaqdYJkOh2RmSKkzZscj2tAxnRaE3YCsvESPz2g3e5RW5OUMZxXTkaFtd8wmn6Vr1zx69ICLe3dZrW6IfsrFm2NC06Q3DcUAKypssyV2MD4acfn0Gaenr7G8es58fsLi5paspwhNnW6ERJr2ilF5xHazYDA+Zb3eUZQlq+0t88E9OhqsX+Js4NnjW0KoePvNT/P45n2mkzl33/i5F+pG86KJV/j/T8DCSxH7cn445kUUr3/nl78SiWnzE9zBInnYpkUvQYa0kZMQrE1913UNBHRuWG/WDLTEixwf0+YyeEf0KYeZZQW3twt6g5y2ST2p1lo+fPiEiCTLNF3nUSpRcqNUfNb/GoWRNJsFhfK4kGiw03lBCBaixKiCrk49raowZLlACwhWkBcGlRd0ShJ8CdqgoyV6zTvhfyEicN7hvE9gpTzHukCWG0KM1PuKsswBQdN25LogSE+mDD4GrO+QKkNEcJ1DKEGCEIlPQE8+BlLxS/qYFJLWtfSK4pCxdUTvMVkCMymtUyeuyWmamjLPUTrZkH2M+BBRxMPnWYjgnGMwGOC9TRnTKPGhBSQxxINtORyASmlL2DlHv9+ja20iA38MbtICZy3aGKSUONeBAC0LkgHagwBnQzqgcD7BhqRMdl2lECTsctd1mDw/5GV9oupGcK7FZDnWWsqyoGtbjDHsNw3lMIcYMEYSfUAJRQCkFKyWq7RtzQx5YVJm+WDJNlojZOoIzjJD4PA9nEaqBqELgnPpwEJlKZ+rBSE4jBkSg6Wu65T1tR3EjKKfMtwhBITSRBzBe4igM03bpGpB2x4eT9el/zMHcnIkEkKHVhnOdmiTY6072I07jO4lB0K0xBBpG0uMnkG/T92l6qDf/Orvv3CvFS/nh3NeDPG6fxYDkda1ONtSDGdslo9Yrm4ZjE+YH424fnLJyXzMehO5vX1OPzf0TMH06A4Pb97haPYZlF+x3m8YjY7oKsdi9QxFgZCW29Ulm+WWfRMoB2Me3P+Q3dYxmh9zu9yho6MTht3NhtvlnqWryLOC6+crptmQ9W5BdBtu1huev/Mt3rg34otv3WV5/yHDeyMKlfHZL/0Y9AXFWqN7OdM7I3brp0x+6b/j3rHl67/1v/PsUUuhPVKUeNGRa8XNasFgPGS/qulPxuyrGhEFTduS5yWL/R6Dpih7mChwwdL5it3O42Ug+oJRv6BubRI7WuOjxznPeDzm0aNHHM9O2G0rdJ5TGIGNDqUVJsuJ0VMWJbvtlrI0NFXLfDZIRdRtpMjL1AWnNKvtLbtdzcXFBfc//D5Hxyds9xVZ2eNoVvD0wYLORdabHZXf8vpbb7Nc3BIDlGWf2+sF8/kcIXO2uxuMEXRdQ/QzBqPIZnPNfH7OZtlSd3vGx1NC0yWiXabY7/bcOT1HyMjt4obZ9IjMaC4vnzIaT7A2YHRJ09QMx4Zul7HaLDg5ukNrLV5uKHJJW9XMRlOCc0ynksXNivKo4GR6ysMHzyiMoFcWmCzHmIyrxzXzoz5dt0BJz91XXmO3WxNi4Pj4iOAyCiEZz/s8ePh97py9wmSWoeIIMyuIXeTq5jGz0WuUeo4Pe3plQPSPqfZ7ZIi8//33eOPNI0KoKfMz9uvnfP/bf8iX/srfo1OOwUASBLi6ofOQix6IQNnvs9/tkNLz6PKWu+enOL9GuoyP7v8e5xcXVFvN8fwOIiuoq4YYcgIt1i+JCJZXG0ZHE5pdQ1H00cpw9toXX6gbzYsoXj+el1vYl/Nv67yQ4vWXvhLTm+1AjAGpM5ytsbZD6xyTabqmIc8M1kHXtWgpDlU2OXW3ITMDRLRY7xKcx0c62ySokAhY22Ktw/uI0oaq2uNdRGc5nXUIYhKUnaOz/lDZIvl0+/fJpE65z+DonKVdb+j1DON+QVfV6FKjhGQwGYESKCsQSmIKjbMN5vQLlHlgdXOZak1E5M/4FyACUgg626GMxtuQ/nQBSNUsUko679P2VClkTFUmIXqci8SktlPWNMQDlCg9miSsDHVdk2U53nmEPGzhSNtfISWQaoGcc5+IvSzTH1fnpoODAwnaOot3nqIsqPZ7sjwRk1M1TWpniBGsc/jo6PUHCb5EymwmYnSy8TrfpZ7R4CFmaBMP9t0CZwM+OEyepTqZGA4dsp4iL0BAZ7tP6miatkFrk+jJImVAtZEEJ7GuI88KwiETLaUgeI8xBkLEZAcYU6bITbI1y0OtkhQy0ZjrgMkVMXQIoCjLtPUkkuUZBIkUAmMUVb2nKAqMkYBBmrSxbbsaY3ookRGjQykQKjts1SP7/Z5+PyNGj5I5zrXsNysm07MEqdJpsxq9T6L6UJP0cX4ZInXbURY5MaYDlqpapB5fJ8mzHOThc2ParsaYMrS2dejcEFzKVEsh+D+++tsv3GvFy/nhnBdCvF7e/5O421b0c4XIRSrLznsE3zEsDNeXa85ev8N639JXO4bTI2xj2W5XOBoK9Sq7xQMGswldY2maBbXdY1vDbH5B1TynbTxuv2Oz9uybwKZeUWYD7j96zHJT09oti3rNyfgV6mZPaAOdt3QqAQ0eXq44Hr5GY/coNHkuuP+drxPbJftlTT4R/MN/8CvcKRVCOGr21DtB1fsSQ/HnfPbL/4jNU8WdHxvzza/9a5599IzjixPWiyXFoE/lOvbriqZruHv3NZqq5vbqI/q9OZVNfWWNcJzN5pjMsOwqSjng9uoxuSzYtB0my1lu1hS9EqN12irOZ/gYaeoa13SUozGuuaHzivn4jP1+y3AgMAi2m5qin3E0nbPZLYneUs7ndE2LVApjDFmWxG2W53jncBaW65rxZIwVknq7wlkHOpVfr9c7yrJHiBYRJf1ywOXVU84vTmibGiEyRoMpD568R5mPGQ+nXD97xmw8QilFR4c0Bq0lRpfImPH48gFtWzOdjolRMRj1adqaMu/RdRVF3ifGwG6/YFyMMYVhtVpxenbB88fXXF8+4K033wQVqPZrej2Bq3tEv8AIxetvvM7eObyHIAzPn19x55VTxqMB09GMxWLHe3/+bX70xz7HeDxmvdpxce+EdrdHqcDF+R2Wt1vynubmtmaqG87Oz8jyVPB+W6+JIXI8PaKxh9L5tqHd1zRby/PFJePimMX1ff7az/8iMt/QxEhVBXrjYzZPHjG/eJW2WWGyko8e3qfX69PPBwSV4bsGHTN8rJCyjwgKH5/RWc9oOMW6dAOKQTOdH/Hhhw8I1TXlpE9ZDogIdKa5+9rPvlA3mpfi9eW8nBdvXkTx+gt/88vRuwS6OQBsETJlKLWUdI0l7xU4H1DCoU1GCBHvLIGAEiWuq9GZJviID13qhA2SLCvwoSX4eKgjifgA1luU1FR1jXWeEBw2ODJdJnptgBADnxe/BjFSN+nvfEw1LUoKqu0SgsXZgDRw7+KUQgkg4vF4B15N0GLLcH4P1wjykWF9e8M3qn9GXqaNWTrATrnQEDxFmUBIXVuhVYaPAIJAJD9sJW3wSKGxbY0UEhti+rhNmVgpBW3bHgi4ELwnhJBylKEjRMh0gfMOrUGSNppSHyjFzkKMqMwQUngzHYrLRNuVMtXCxECyuhpDhNSrGlIeSCA/2fZFIiKCUpqmayiK/FDXI9HKUDU7lDSpb7ZN1GUhBCGpZ1JENW1W66ZKpGSjgZT99CFBoRIwSR22zxYtNVKl65LnBW3T0TbVJ5313lmUghgURItA0Ov18DHZkxHpOuZFjjEaow1d59lvN4zGQ7TWOOsTPMunRoyiyLFdIj53XcCIVHckZfp+nXcA5CbDh5TtDcETfMC7QNs1GJXTdRXzoxOEdHjiYTue4ZqarOgRQnIZVHWV7M5SE4UkBp+s9viUH46CSEsI6TAjRIH3XXIPZFmKufkOZRJkKgJCCn7zq7/3wr1WvJwfznkhxOv11XuxX454+M4fkx0VCGORoUCh8GyJsaAsAsLmtLZD6T6WHq++9Rmurp7SH1iW1xvWm6cM1IhctdTOs99ayHJqe42o79CoDYvrJVmR8+zmAddP94yGR2w2G5qbmuIiZ3XZ0oYFvlDsrrcI0dFuNM+2SzCG6dEJdrln23XMJ3Me/vlH/J3/8GcJzYb/4Z/+t/yTf/xPuDP2HB+PWG6fcb29pjj+FH/r5/8xu0nGe7/7Z4xyx7t//i7DswnCWzrn2TV7RsMxUmV0NjAqB1xeP+f85JRFtaCfRR5fVzTbDhEjATCiR+crKEqEtfgo6IKlawN5aWj2Na6p6U/mZBmE2OJDJBclre/QIRKVZrddoELk7O4buNDRy2U6MZU5XdWiMo0j0FQNusjZrPfs9xXj6YD5/ISPPnxEdIFoHP1SUJo5jVvTNCFBBmLLyUnaTl5f3zA5GVJtLFJFptMhTy+fc/fsgmrXYV3NZD4l0yW3V7fMTic8eHCf6WRIDIH9umFycoxWPvWM1dC0FcPxgGeXVxwfn9OEihAcuSxx7Zr+cEgQnqura46PZswmA7oG9tsFJ9NTvF/jw4I7d15ndbMlL4Yok1NVex48fMJkOube6Slf/T//Fb/wt7/Cgw8u+cmf/mtc3T6kLAdMxkc8ffqE46MjumZD20WmM4OwJxyfW/ZVuuEuF5fMJ3c5PjvFug3TImN5u6M3GSK1oN5VrC+vefvzf5Vvfus3+Pyn32TVtkg3pD8/RvYGrK8uKTJog6eQAR80Ih9itGazWeGqW4pixGb/CFudc3qhWW4/YFh+lqZZ0R+kvsJROaEoSq7WN0RdUm8qFrsFhclxdYcNHf/ul3/1hbrRvMji9S/OS5jTy/m3aV5E8fqLX/m5qJSm3qyRWeJGCBLBFhwxKpSKECQhBoTQRBRlf0DbNmgd6DqHsw1aGKTwyebqIkiJDx2EnICj6yxSStqupm0dRmVY5widRxYS1wZ8tKAErnVAIDhB6yw/Iv8TTJYRrceFZIWttxWn53Pwlgcffcgbr71BoSNZrrGupXMdMutzfPwazkh2t1uMDGy3O75b/Pqh7iXivMdo/QkYSStF07UUWX4Q2pG68wQXSSxZECSxhlSIGJNIjYEQku06HGi0ymRICTH6ZMlGpet4EGfedQAURS9V00hS7haZsqVSfCKAhUx2Xec8JtNkJqOq6oPQiygFSmaEYPHhQM+N/tAhm7pTTa7Tv42IZEbTNAlK5V0gRn+wDSf4UpYb6rrC6CSqvPWYPEeItFmOPgk/bTRt06bDCtImUwpJDKnnFWISxVlGZjQhgHepezZGR4wdRdFLolMeyMveU9cNxmjKPOf65jnHp8fU+5bJdE7X1YdFQUbTNORZ6ncNAUwmIOTkRcD5ZNu2XYMxZcrXRotREts5lNGHTlqPa1v6wxnrzRWjfg8bAkSNznJQCte2h/dpESkOZGmVvt5ZR/QdUmmcr4muIC8FnavQckAIia7snT+IekVnO6JUBOvpfJeumY9EAr/7e19/4V4rXs4P57wQ4vV77/xW9O6a2Z3P4Kpr9nsY9Qx5rqjqdGPYrFeMjoZk5Dy/vWZYlGyur5mdnHJ1dcPsZICMOU+fXiOzPlVVY8qcXVURIjTNhkE55dntBusaxsMB333v+0zGc2IULHa3VJWnzHpslyu6tsL6jm98+x1UWXL1cM24HNK2NUE52q1jWzfc+9ybfONrv8M/+q//IV//o/tsqvv82r8T+Ymf+U8Z9C1P3ntOKPu88aO/gBmVUEF1/S6j89d458/+lN5khhaR4AWrm4qLeyc8fPQhOiuZHZ3x6OEjtFAopdg1LeWw5NH9S4zMCIWkLHo0yxVelTR2R2lGSN0wHM9wtqHIe9i2YrHaYrIMoaCQjuubJZ1zvPnK6wQf6A9GRJGu80cfPuC1N86RUpJrR11HCp1hM4ENgqZ1nM/vsN4vWa63tE3D8ckc10Waas+o38fkBidbTNT0e3PqdkdwLRpPryywPsP7lv4wJwbPs90GE0tG/R7BpZqf2rV4G9Lnt4GmaTE60nUt1mvKQUljW6JzFEpSlD1c2xF8xWg8oXPQNi3VZsGr9+6xWe8YzUZsNksmR0NmeQnKs14vKegTMg3UuDaCAq0yjmcn3F4/B2UZDOc8fvqQO2evUQ7HKBxFkYq8fQgE6zg7u8Nms+RoOmK1umE0vMOTJ+/xo1/8Ii56OpbUG4dRfeq25vziDm3TsdvsODs7xrmM3W7BZHTGdr3m+GTE5fUDJoNXqdprpvMJ9T5Zi9ouInBYv2O3F0xGfaqqQkYwWrPfXSXYQ8woej1uV0ukhOnJnO/+2YdE75kejViutrjO0HYNVe3ZrhfMZjP+7n/wX7xQN5ofFvH68fygROxL8fpyXuR5EcXrz/31vxoJHaYYEH2L82DU/73lQxyykJlGImm7Dq0krksOpq7rMJlGIGmaFqROFTiHXCQk6I2WhtY6QvQYpdnt92htAIF1Hd5HpFQ4a4nBE2JgtdkglKKtLUZqQvD8iPiPCC6mDtZBj9Viwauv3WO1qrC+4mIC49ldtIo0u5aoFL3RMVIr8OC7Lbro8Xub/x5lzAGmA7ZLG7y63iOkIsty6jrRdoUQ+BCQStHUDQJJVMk6HawlCoUPLtWziIA2aWOaaL8eax1CSoQAKSJdl7po+2WPGDkIvJRhrfYVZb840H9D2vgJSZAJ+uNDoMgKnLfJih08eZYRA590hkopPqEP60M9TYwJ9KSUJERJjCHVzcRI61wiAit1EMJJiMfwcc3Px5ZoDvZygTpsXInJfq2UIoaDANbm0AEb8LajV5ZY5zEmEZ1NpslkojRbZ1EoohCA5xAVRghJluXYtgURUDqjaWryvERpgyB+Uk8UD5U6eV6kLlVjPrG9N82O0XhMjJFAAnRJofDBUxTFgcbsyIucGCTep69z1pHnmqarMapMfcFZoi2n53Tax4fo8Z60gfb+8HyReNemGqMoPxGqQoDJM3abCmLEZDod3gRJCOn7pN8/449e9ry+nB/QvBDi9f13/kUUUZGVR2xvV4hCkOearq1TbbWMCAKZycENWG5XOOHRSPql4smzKwbjE0QQXF49Zzwes29qutojZHoxJJQE6fjg/lO+8CNf5PHDR3hSEVbTtumNe9VQFCXVvuLx8xukUlwcnaFDYLPrmJwdEQcZykp6RlDvnuP9ij//9nOeLx5y//0bzo5K+idzWvcRX/7S3+W7v/2Mn/wbr7FpM8gHfOtP/iVvv/JT/PiX36afzwgq0jUNXWNB7tlsaoajI5wVOF/RWkfTWSKpu6uxjsXmmruvvsb2+S1KKZ4ubxjIPr1Jj9vFNdPpGGMKbq5uODqa44JHyph6yGzE6/SYyzwn7Bt85zmezxBGs9muyXspt3l6eoZoYdd05FIxnE+J0bPbrCE4srxgtVowm08oygJtJFJomqphMhgjdQI8tJ0nKwSKDOtdsm9ZQ4iO+XzCzeIG224oyilNG9EqJ/gKH8C1Fp8JClOwr2paV4OD4SinqloGxZBqv2U8nnL57JrZdEiepRNJpSST4RRiS68sCS5lXiKRrCwwaDb1ml5/QM/00Dqw228OwnLNfH7Mw4dP+NznP0908PDpJWd3Zzx9csXxZATyAHqQmsbWnMxP6RpL2dOcnUx5evkReV6Q5ZIYDL1ywmaz4fbmitdefYv1Zs1wrCmzPjLTPL18yGwyptlrhuMe++qKi/NPc7V8ghAN0eWMh1M6C9dXV0xP7uDqLUoGNjtYLW6ITnF23mcw7fH+ex8yGhwT0fT7hk215/LZFePBlKq7YU8gi5KBLNm7DW0b2W89+3bDvXv3+Pd/5T97oW40P2zi9f85/2/E7Evh+nJe9HkRxevP//UvRWKC2bjOIlSC5IQQPvkcQbLFEjWds4eEqkArQdO0KJNDhLZrEy02+NSdKgIhRCBZV6u6SZUmdUPyRKWfE4JPtuRDJrBu0xv9IisQMeJ8wOQZaIkIAiXBu5YYLa9u/h6dran2HXmmUHlGCBXzyRm725bpUYkNEqRms37GoJjw6OhfoWRGFPETMA/4ZMHVCeoTY7L6+o/VXEyb5851lIfDXyEEje1QKJRRWJuqYoT4OF9qDp2o6XqFj8FYhzwtzhNjJDMZSIFzDqkUdb0nz3MIJJuwEOgsZUr9IesppMTZJASVVAgJIFOeVBsQ8QAOikgpEAdwVFKgKXOZZeYgpB1KmcO2VkL0qWL10KMqD5vQEEKCFmmJ9yFBL53DGEPTtmRGH2pqktA12kBMFOGPBWYCgkkkMm21tUYJhRQR513KzAaHyTLqqmE4GkKAumnIy4ymST8H0qFDuq4+dcX6JGiL3NA0FVLKg5BPgE5nHV3X0ev1cNahTar4ETJ13BqjCf5ghfYdRdGntQ0Qks1XG0JIz/MsKwgh5bWdB9t1EAV5odBGsd9VaJ0BEqUEznuatsUog48dHhARtFD46BLU0oH3lrJX8kd/+FK8vpwfzLwQ4vVf/vo/j9W+ZnxSIH1Drzjn0f0P+cLbn6FudxzfmfD44Q0DM2PfXVL0enSuIctynl8+YzY/AhmpqprNdsPxyRHbqk7h8s2eateQlTltAG0M1a6ja9J/tP6oz+3tzQFl7nA+cLvacjK9y6LasK/WyHEBNtIsb7koxtyyJpMDMlWCk/RnmtOxQZo7yNmWm+82fPGzr/PB/RV3fvyI50/uMyuO6LpL8vKE8WDGe/ffZ3O7ZjQ5YTqasN0sEaFEGkndrEA3ZPqI9WZLlAGVGZptR1XvycocZyNagMlSnpPWsa735IXk+nrLnVdO6RX9BFjIMmxdkWuJ6Y3QtaPxlu1+y2A4QGhF06SblskMmS4xBcSoqBa3jOcjHt9/SK8/Ip/0CdYyHI9Y3a7olxkhpnJwI0bkPc1me0uWGzpncRFyXdLv5di6Iev1WK9WNE1kMOiz329wvmM2uUD2GrTRvPvt7/PqxV2eXV4zmp+y7TZIL5gNJ6jg8Fqz3W3p94f8/p9+gy//lZ+iWqwJrWW7XXJ0NCczgn6vDzEiZLLtjMZTTF5Q1TVaa7a3zxnPjwhS8fz6lqPxDB9ahNcMpgOqas9wOGa9WlLkGV1raZo1Esn8aE7T7NAmA6lQSnP55AnEwMX5Ef08w8gM6ztQp1T7W4b/V3t39mtpet33UCLyhgAAIABJREFU/ftM77DnM9fQXdVNsklKbFGyJFB2JNImPMA2YMC2EuvCMGAEQa6M5A/wlf1X+MI3vnDuEg8IggxGDEMxqYikSKnZZJMW2dVdp4ZTZ9rjOz1TLp5dZcNABF8Q8KHxfC67xj5nY+9a71rrt6aKxTw98RVxyrZd4UPBZrPi/ukpi8WUbmhYHBmaraFtA8P2JcIcs2suuH/6GT7+5APmByd0dmB1u+XxW+/iuElpgEIQ+p4f//CacX3A9EDg/I7R5JBvfPs7/ObXfpNXL29RzrBeO2YFfHr1hPLgkM3liqrWPLj/kKvrJZPxhN/+7f/mTn3Q/LwXr/+x/5RiNhev2V13F4vXr/z6r0XvPbqUiBhQsqJtd8zGU3xwFJWhaweUMPjQo3TqJkop6fseY4o352SccylEyPuUkusc3gWkkqlUFRLvUrEYSd2qYRgQMqXjRiKDdZSmZvAW7x1CS4jg7UAlDRaLEBopJASBLgSlliBLhHF8fvs7zKcjdo2lmhf0XZumr0KHUiVaG36v+ce4Ie3vGm32O6apAPTegfRIkUaaIe0gBhdSZ03JfdGUinxrLYSI9WlvuB8cVV2ipHrza6P3SCEQSiNCTKPKzqVboVLsu3kCIQVSKKSCiMDvu9pt06KURpl021RrnfZZZdrxlVIiMUgtcO711zMQACVU6rYGn0ZarcX7iNZ6n1IcKUwFyiOFZLPZMqrqNL1VlLjgIIq0B0sqvlO4lOZmveL4YIG3adfWOUtRFEiRgowgFe4g3owje+/3Y7bptROFoB8GCl2kbnEUKTjLp7uyzqaJwhACwVtAUBRFKhzTImt6iNB1QKQqC7SSqTseA4hy301NKcMRIGp8sMSY1r7KskiFa/CYQuKdSDkevgORJt+qckzTrNFF2vm21jGqRgRsGs8GCIHtxqKUQZs0sq204Xa54vDokL4fEFGmf5NKaIcGadJDo1R0VwxDel1861vfvnPvFdnPpztRvP7Bt/95/OMPzjl4+wyCYloOOBEw0jAMgicfP+PhowOunp0zntxDqwoXGsb1mO2uYzKqWa0vmYxmCCO4uHzF6dkDlusVwpecHh/z8ZOf4LVBF5qmHWg3LVKVIAVFpXn6/BmlKRBRoYsJLy+foKsa0xt8L7A+UB1NaKLlSI9Zr7eMJmnstGQCI0ttCsayIvYXvIiWB2dHxGcDxUKwaiJqXHBQznh6/iGjyQNkGCinU9pdS9ftOD4+5Pp2x2ZjmR+e4EPD7c0V0/k4dUTrA6RwtI3D9o5qOqJtGyqtEHi2u4FiJKjKOcPQUpsaLSTnz855+8F9vLMIYRisR9UGUSrcrkEBk9kCheL5y+ccHh6lIk4IpNO0Ycnp7IyApi4Fu02LUIKm75lOp9yuLjk8PMTaASUl88M529WWsiwZj6d8+MFHBOcwRclsOuXo6ICXN7ds1kuOjw5TQblZ4iOsb9MZgrP7i3TfdKK5/WTL5HDCarthvKhgAKENzy9fcG9xwP/9r/4v/uKf/wtpD6bWCAKDH7h3/xHr9Susd0xGByhVsNu01HXJ7WqLHi8wEpbLF5wdFKg4ZbW9ZjSeUdcFWlesb2+YjUvU2LC73TGbjbG7nvHBIUIIrm9esVgc0A8erSWjcYkIkYhFMublyyUHpzecHLxLvxMU4hhrB0LcUNQSWZZ85/e/zcnhAfdPT1iclly8aHj56qe8/yu/TCGg7zWIDW6omUxKug5WzZKT8REffvgx733pMd/67rf5pS/+KuubNbODir5fEazGmCm326v0j6jC47zl4vwF9+6fcN32nExO+fhH5xy/9YjgNmw2K2IAITR/73/4H+/UB81/acXrf+j/r5DNxWt2193F4vXPfu0rcbdpMVU6DaNlKixTEi20TUdVG4YuFX9CKCIeLRXOB7RKibJaaRDQDwNlWWFdSlwtX4fSSLEfv023LkVqFSKVoO26VIySbr12fZNueAZBDKnDJo3GEyiEwjqfRl4FKBSomLqTQhFDTx8DVVnwfvc7SCOwPqYEYmlouzU/1P8MEQNSa7wPBO8oioLBOpyL6KKAmE6+aJNO06S7nxHvIzG8/rUOJVIB6XxEKlDS7It7hSR1DFMCbSriYoig5JuiFkDrdFM0dS/Nm660iAIfLaUp95N14FzqavoQ0EozuBQMFWJAkO6xOpvGtrXSbNablAIsJUZriqKgG4Z/X2hKmYKeIjibfl5ZGYJ3SC0YGo8u1D4YKiX3IkTaCTaGy8tLTo5PYD/GK0jFeVnVONsTYkQrgxCvz+tIrPMIpZECrO0pjUSgsW5IRbqS6edbmwpRLfHWpVu6zqOKAkjJ12YfICb2CcUi7tOcUfS9xZSWwowIHiTFvsueAp2QktVySWEMVVliCknfe7q+YTafIQEf9rvfQaWOcwDnLYUq2GwaxtOa5WrJbLLYnxpShGCJIb2WrUsJ0Mg03pzO7BQMIVCqkmaXAqBidG9OICEEH3zw/Tv3XpH9fLoTxeuH3/qX8fjsjIvtFbOoeLXumU7nGCn4t7/7b/iNP/11rldXLKZjotPcLgfG08DqKnB0VjCapMjy5dU1m6ZJb5ZlSl0NgHVpvn+zDXihiBiWt5eU1Zihj1xcPWUyOWO9vMX2geVyw+LtE1rvMEFgosFbxzC0lGVFF3oqXTGdThh8j0EzGpe4vqOs04HmyWSC6wdQkWefvmA0nxJUZGam2K6lC46qKGgHR9c0BBUoVYUVwACqqtntVoxGo3Rk20vQkRADfeeRpKj3+cGCEC1Ds6UME67aFSIYqhKU0fR24OHRKRdXl4zHNRpBN7RMZ4dshg7ZW/qhYzabYZ1jPJqiKoPRksE2COFQTGmbLaenc15dXzEdH/Lt736TL//ClzG6AKGIwtG3HYv5gu1mw3q9YTSd4FyHD5LDw1OGvuPZ8+dM6hG6KKlGBd5HtpuGxeEESoXdx/636wapNBe3t7zz2Smus0Q3ott1zI7GXFxcc3Ay5tM/+i7vfe6LBBeZLWZYdgzdmOm8ROqWyeRdQgh8/wf/jsPFETFCWUcKNaLpl1xerXj74WeRKIZ+A0Qe3LvPi+tPmYxrwgA+KpQUjKsJ3/yjH/Heu28TY8vzpxccn8wIPnJ6eIZUgufPn/Po8UO6/pZd41jMD6mNZr25YTydsNtdM5mMePrJc7785V/Hy4G6qvnhDz+i61reefxZFIZ7h1OutltWNzsmswDKo4XGdpHryxve+ezn+cGPv8Pjt9/D7yK7puXeF97ipz/9KeOyQmvFxfNnnJ4dYYoSJUfsNmu00Xzvj77HZx++z/XVinv377FaXqL0jul8SjCATYfq/+5/+/fu1AfNf8nFa5b9vLqLxevXv/aVWJQlvRvQCAYX3hRTNzfXHBwcMdghBRpFwWADWkfsAEUpUTp1It0w4LxPu6FSpJFTUvdJCIV3qWsXkdihRylNCJF+SEWxs0NKz7UOUxf4GFN3M6Zk3dfd3kBACoXWKfhI8nrfMhVsQgi00vuU3kjX9iijQUS0SP89xLDv5qWbrFHEN3dFCSCU2ifhpj+DKPZjuBD869CmiDEmjeZ6h4yawVsEEin3xX8MVEVJP/QopZAIfEg7oS4GhE9/F631vsjTiH2RH6JHpDx7vHeUpdnvGxuWq1tm0xlCpPuyiEjwAWMMzjmcTef9Ykz7qaYoiCHQdh1aKYSQKCWJkMKfzOsOcEyFsUupzr21jMYpRZq4P4FTaPp+wBSKdr1iPJ6kUWKjCXiiV6nIFQGtR8QY2WzS7VIAqfY7p97RD5a6HqfRX5/GoauqohtatFJp/xVACLRU3Kx3TEYVkUDX9pRFCpIqTQkCuq6jrtMtYO/T90cKgXNpPDl1YBVt0zGbLYgijapvtluC99SjEQJJZTSDd9jBo3UKtxJCEnzEDpZ6NGa7W1HXY6JLUwflpKZpdmmEWwj6rqUsi/2us8Lvb82u12tG9RTbpz1ba3uESKFX6dBx2jX/7vc+uHPvFdnPpztRvH7nG/88Ch3SHVOlsSEVi+dPP+FLX/wSVzdX6YmkL3FuQzGSBO/45OMV733pc6xublivlpzeO6auK87Pz3n81iMunnegNU23RhU1H//0Q6bTY4Qe8eLTT1BGYoop282aVeOpa4N3LW3bMq/mlKOKftfjtUxvzkayXq+Zjed47+m7HUFGposFy6sr5gcLbGcp6ynnF+ccHR3SDwPjcsLl9TWn9465vV1xMJ7ilGB7u2Y8neJtYDds0UJio6eI6Q7baDJiGAbcEJlMFkhpubq5ZjIZE13k5OyUV68uUiredsN0PCeWgq5xVEpTVgVSSYZ2SEezmy3T6ZjVaomPElEVdMsbTk8PU7CBGTGZztjtNsymM1a7Wx6enuC84ubykuvrV/joKScTZrMx0kfa1nNxccGDt94i2i3/z+9+k69+7evU0ymDG7D9jt22xweBw/H4nce8PH9OLUu8CIwmU6wN0G9pVy3jyYLiaIz3nul8Qde3NG1FYQKjasLN8gLnLZeXt9TTyKNH97m92dI1A6WBk8WMUXHMZnON8z3PbtYs5hNChOl4znqzZDquEVEwNB2jec2mW1FqMKJmUpfc3CzRxZyubRmPNIgBI2uccIymZ1xevWCqNcYUiAIGF2h3LaNJxXg05upyQ9O0jEczgtgyr08IvsMNHdPRAb0LHJ1pts0SIQwvX77k4Vtv8eknnzJfPOLVy0vmY4GsRxweOIam5Pam5/jsPsQWU0bOX97wzr33eHX5jOhXTKYjfvLpCx4/fgdjPZODR9zcXFJWCmstm90NSsGoNKlzUEPbdiilmM/mbFeWypR4GZGqRauSv/43c2BTlmV/srtYvH7tt74ShYxv7ksG0ghv1zZMJ9N90Mzrnc99xyoGmsYxmY6xdsBZS1EWKKXoupa6GtF3HqRIo79S0TSbtAMoFH3bpPMvUqdiy0eUEsSYRnO11Pv7mSGtm+7vojrn0Eq/KWYjab3JDsN+7DMilabr2zfdSCV12j8tC6y1GKXT6Ku1qZMXwQWH3J/DkRECcV9cB+K+c8g+aElrBRGKsqTv+xRs5Vz6OTIVt1KIfSENwQekkPuzOKmLGyOgJMFaitIgEAih0o97h9Ep2KjapwTboU8P5gGpFNpoRExd4L7vqeoaguPm5pbDw2OU1vvk4zS2HVM/lLoe0XcdSsiUbKw0IQLBEWwacZVF+vq+3l32PhXjSiqs61P3sLcoHanran+/N6AEFMagZIFzAzEGOuswWqXvk0rj2a+/fsEHlElfFylBIlFKYQeLkDr9uBLpHi+KIAJKlwx9ujMshUxf7xjxLoVPaaUYBvdmHzfiMKpMSc8hoJVJY9KlxO1HkPu+p6oq2rbFmJq+H9AqPcAoTCR4iR0CRVkBHiGh6wfqcswwdMSYxnx3bceoHiFiRJsaOwwpdToEnE+jxWnMW+z3gj0g0gMHG1AyPUxAeKRQ/P638s5r9rNxJ4rXf/1//NM4nhWInac8OsK2HTfLKw4PDyjMiPmsoGsit9tLtBXMT8dcv1iymM2pFye0bQsqEvBsVhuanaNzgagC27XDaEHXOqbTgourFc1moJKSrV1z7+wBH3/yKacnj3jx8ilFXWBMCTEwnc3YLDec3T/h9uaWo+MD1usVpS7xztL0A90QiSJSFCOGvk83tYLldrliZEYsmyXT0RyiQ5eKdmeJ1rE4PeL5p09RWnP/3n227YZ+t2Vx7x7NckO1mLO5uWE+nfL0yac8vPcQRGQ8mxL8gLMDZSXo3cBsskhvwl2DLgviTiBLTTc0zI5m2N7yvT/4Hl/43BeYLA7SU2GviXXJuDIEa+m2G4KWOCFx3cCDs/sM7Q6PxQ6e3jrG0ym3wwbXOg4PzlhevmB+dMj50xeYsmBUSZa3G6KA2WyBb3tUFKAUUcC23XFyeMRyuUwf/qUCGxG9pzo64OFnPkd/s2JwO8ajOTY4VFHy4fc/YjqVPPvkCe8+PuJk/pBPn1xwcfOUySLSt45f+IVfpu8tTRfoh4Ltbsm9s7dYbtaI6LEucrw4YrV6znxxgo+epnXMZiN++IPv8/5nfoHtcMHHTz7ml3/lVyirI26vbwFHOdWoXmJrx73RHB87rByo5Qgb4OJmRxwkdVXivccIEGoAOSKIiPCRxcGc5e0NppgwGkn6PuBbz3rYsFyuWCzmTGczhC74wQ9+xMOTOcVswurlmmo0Yno45dmz5zw8e4iQgeVmzeXlC9595x185xgVY4am4WZzy2ffesjN9pYhOubzOUooLp694uHDMzbrNePpGSHcMqkm2GHA+gFlHEZEZvNDovDMZ0d8/c//jTv1QZOL1yy7e+5i8fpf/elfjdpIcBFZFAQfUvBQYZBCYYzE+4h1AyKCKRRDnwosZdL7OAIg4vaFjN+fbnE2IiX7HUtJP6S0VwW46Cj3uQplUdP17T5gRwJxv+/oKKuCYbAURSp+pEgdRR/SWZoISKn2YUIRH8N+H1RhvU1FZQxIJdKJmBjRhUmpwVJQlSXOuxR0VJZ465DG4O2A1mnftCorIHUXYwxpbHhfmGht0s7j/pQNXqQuZkhdyhAC69WayXiCMmmkWEQJSqZi5nUIk4BA6lhXZUXwnkhK/A0xorTGBkf0EWPKdPqlKGjbDiklSoEd0u+jtSH6kL4tIr3knPcURSrg0xz2PmY5RJQpqMYjwpDSoNX+AYGQaQdWaUHXNIxGBaWuaNuefmhRJhWh0+kcH1Iycghi3ymu9jvD6WZroQ3WdRiTRqh9iGit2G7WTMdTXOhpmob5fIaUBXawQERqgQiCoAKVSiPV6b6wIkTorYMgUvEXU+dYiEAKCUuM0ekGr9AoRXrdhIgLLj3QMAa9P5W02WypSoPUCte7Nw8Luq5LrwMB1lmGvmc0qlMis9AE77FuYFzXDG4g7DvzAkHf9VRVmXaFdQnR7u/hplNNQgSkYB/wFNHG8I1v5FM52c/GnShe/+3v/otobYdGc3mx5mAxpR6n5fWjw2lKcZPQ9R31dILbthSLA148OUdrRWMdypV0zhIl9Osd5XTExasLJuMZnQ2slhuOTg8YTWY0mzXBW9q+w5STdOS52eJiZFIv8INnu91weHLAdmfZdiuECGncJQaUNbhIGuUQA30vafodnUvjQdvVCozBR4FCIERkvVsznY3T7S5TcHu5pG17fu0Xf5Fts2MIllY4VFAI56knUFQzunbANw3FrEY4hykUo3LE/PCAtrsh9AN1Oac0JU7AeDLm/JNnHB+dMp5N2bUbLi83HB1PefHqGYM11JWhHdYs5gtuLnY8ePstXry6oNns+OK7n+ODjz7k5P4xAYWMjijg8tUlk/EZzfaWSTWinJRY2RIGQXd7zeAqDo5KglBoU7DbNSzqMXYYcFKgnAclKLXh0aN3+OiPf4qNHeefnHMyO+H4s+/y8U++yZ/6pb/C4fGI/+V//5/5za/+Gf7hP/j7/M5f+DucnIy4ba/4tF9y/eQ5vZf87b/2t/jW7/1rfuWrfxW/XnG+fMlcG7bbyOnpMZeXt+hiRrQbCqPT081ySlmV3KxeEEPg7Ydv0+5a7j1+zPLqU/q+QApP73YsxISX3ZppVAwKhIT5fEzfOfSoooia6+trHr79kGZ1jXWBqqpTQqCpoFmz7SJVqVh1DQfzBc1uhzGG1XqFKQx923JQLrhZbUBapodjrq82nJ6estuuKEYzGNIucdf12BgYFYbgI9t+SdNGtusd90+OmE9qOjvQWkkUA4vxlHE9xnqHjz2Lgym7ZkffenQIHB0dsdyumNQlo8kk7YA1a0qjEQj++m/nzmuWZX+yu1i8/tZvfiXG/b5k3zsKo5AqFZBmfwNT7AOZlNYpfMgYuqZLO6wxIEIar40CgvVIrVLysErjsNamnVKl9X6/MuzHixXsR0Zfd+diSGFGpjR4F1JgEGmEGCIipA5VGnsNqVgKHr9Px3XOgRD7POTE+dRlDSGFEtnB4n1gPp2mFN0Y8K9/RUz3UqVK3b/oPUKnW65CpvM4xpj9/dqIlBq575pppWnblqIo92OqjmFwFIWm6ztCTEWWDymhd+gdVV3T9z3eOSajMevthrIq0t8mRqKAoR/QKgUPKamRWhJJicBhGAhRYQpJJCUDO+fT2ZsQCCL9PghQQlDXIza7hoinbdK/sYrRiKa5ZT49xRSKF69ecHh0wI9/9BEPTt6iLBQ2DLTBMjTp/+Ph2QOWt1fMj86IztLaHiMEzpF2OocUrBWjQ4p9YNSb+6YpXKmu6jRyW49wQ4sPcr8z6zBouuDQURD309Faq313XSIQ2MFS1RXeDqnA3ycHIxV4i/f7UK3gKYxJ49BSYJ1LUwbBY6RJVzZERJvUuS3K1HSRSkOIb3aMY0zd0xjBB7s/bZPW2l6Psacd2ZAe7khFIBJjwOxDqFIIJelBgks7vUrrlPDt3Ztk6Nx5zX5W7kTx+nvf+D/ji+cf84X3PkNwgWbnWK6uefz4Ic/On+N95PE7j5FSootAe7ulnB/w4vwFL57f8M5779LuBlQpUsKZVLjgGYaW9WqDExE3eNbbLSdnZ/TNQAwDXWeppjN2zYD0A0VZY3vHqK45f/GU05MTDo9OuL69oWkbfG+JMdJ2O+aLU/rGMoQBITQ/PX/CW28/4sX5BZ//4ruA4sc/+mPqckwIlmpccXn5itPjkxSLrjQDkbOTA549fUYxKjC6wMiSMFhMDRcXz3jn8WcRzrJqtyzGh5gi3SLreiirSN80zKcHFNqA1vRtRz2e0jc9N8trOmcZ1zMG11IUmqKa0XYNq/UtdrDIWIFOH5plWdJtW9q+pR7XTMcTbm5uU1Jjv6Mq54zmgugCZTUm+sC4GPOD7/8hD975DMZ4rq/T6RyEgCHwox//mPtvP2Q+mpBS9COvrq95++13mC1GeOvZ3DYcnN5Dmh2rdeDFs6f84Q/+gOOTQ/7ff/OvOOSQr//ZP8fv/8F3WOsN7//il/nWB9/lYDrn0ec/w4v1ji/cfxtXSA5jgfcGIQOFGaGlIcqB5XLJbDZlu244Oz0D4RFGsVmtGVU1Tdfw/OmG8XTMeFIy+C0Ppwcs/YBuA73ynN07YbVcIhDU0xk3ry5ZLBYs1yvGesJoPEYpw3pzjUVSKw+qZBhafEz3aaWSLBYzlssNo9GIy+srymA4vndGWWm6NqCkwfmBlxdPOTs9pazSbb4QBEVp8G6g63oW8ym7pmO1XHJ6fEzXr4hSUlYTmm1HVRTMxlMWBwvW6yVSRjabLSdHZxiVXsvVdIRve6wfWMzndO2WwmjG4zF/6S//13fqgyYXr1l299zF4vWrv/VnYtc1TCYjCPFNl7Wu6/1Jm0hdj1JHS0KwDqkNXdfTdQOj8QjvQwogCgEhxH6sN2BdOreWClJPUZb7ZN2A96mb6HxI4UkyFSZKyfTguiwwRSqCfEhjn0TwwaeQHp9yLUDQdG0qAtue8WQECHbbHVKpfddVMQw9ZVHig0emJAzKsqBr2/2Ir0SKNDItFfR9m/YxY8R6h9FpfzJ1VUHK+OYsjRAS9idw1L7oHeyQxpaVTl8XKZBK71OZbTong9rfNE1FZ3AeHzxKqxTGNAxpXzI4lDTsm8hvTs9oqdms08SRkPHNeZ79oVa2uy1VVe/3XFOjtR/SqR9t0u/hhtRxFtJjbQoUWm2WlGXB7fUlhoLjoyOWqxVWOGaTGcvNCqM19XhM5xyTqiYKgUG+2Q+WIj34QATsfkTbOU9ZlPsd0n1qsUw3V7s27emmhxKeShtsDAgfCSJSliXWWgTpLu7QpxUv6yxKaJRW+1CoIRXxIgKSEH0aUw5pBN2YVKyq/e1VGQVFWaZOumf/+g10fUdZpHWy4MO+w79PcQ4Bbfbfy/2DmRBsiolSKiVsyxSYlfaQLYgUVFYUJSJtV6e95P3eszEpJEtIgVaKb/5eThvOfjbkf+6/AMCT8x+jhGCzsnxyfks7tJydHvLRjz7i/V9+n9OzAw4PSwIdLoApa569fMVsfkgxLnG+4+LqSVpGbztcDKy3G/ou0PeRQk3ZbSyHB4f0bct226D1JB2I3rUYLSmqAucto3GFDwFjKiaLBbvtmtXqFikKjo8e0HceGwXPL17x4uqKzgk++NFHNE3P9dWSKAXPnj3lw+9/j8PZFNft6Jodruk5PDigUpr5eEzXtRRKsrx4gQw9h9M5k9GMymhOjw84OjzgYH5EaSrOjh/w7tvvMZ8dUKj0RHQymzP0kn6IeKVZbzvOX1zSBcGz5xfcbLZMp4doXeO8p+88u13P04+f0LQ9EoOSJfWkZj6f0XUdm80GLwKz6ZQ4eFQUBAYWs4qHD4+wcc39xSFjY2huVoyM5umnP+ELv/QZnOzoO8vjx+8QA0ynUzyRL73/PkcnZzjvGY2nHJ6d8ku/9uvMDw8ZBst606CrmtXymufnt/yT/+kf8Yc/+YDvPfuA//Wb/xu//ud+g9NffcB3X77i8W98lfKk5smPv8t//9/9DW6W/46Xyw33Hp3w0Yd/xOOH71IUU3a7No0YRdisb7HW8d4X3mM8rXn08Aw/NNzcLrm9uU235yrD+ZNzvvD5BxwcaaLYMZlUKKlYb7bM5wfM5zNevnyFVpqbm1ue/PFT6vF4H/MPujLcrK9Y79YYU6a0wxjYdh0+gBSSxeKAoihZrbbEGLi9WRMivPPuu7RDwyfPnnK7/ZTnr37K0/NzRqMzjJRsNxuEVCitWK1X+JiGjJarddrH0YpXV1fsWgixpNmlJ+s+BJa7Ndtmy/p2zdXFkoPZIavbW6IUvLy8wA4DfddQFiVlNUIhqapqP+aWZVn286fptgiR7nA3XSoUy6Jgu90wnU8py4KiSF3OGEFIRdsPaG2QKp0j6YeWGNPN1BjButRhSvufGu8ipjD7e64eIVIwkd+fkJH7Lurr8CchJcrsT/K5FIJUmIoQUmhS1w90w5BS97dbvPchvx4tAAACz0lEQVTYwRIFdF3LZrPCmNQl9t4T92FGUgiMet2BFdi+Q8SA0QatNFIIysJgjMHoAiUlZVEyqscYXaQuNOy7uKmIjfsU3a4fCBG6rmdwbj9OrPZduoj3gbZp0h4vKcRHKbXvyKUzQ1GkEzYxpGePkYjRkqoqCDhKU6ClwA0OJSRtu2MyGxGEJ/jAqB7t77CmIKPpdIYpyzf7raYsmS0W6MLs74p6hFI4a+lay9Nnn7DarVl3G17eXLA4OqCcV6y6nnpxiCokzW7F40f3GOyO3qazQNvNmroepR1mn5KkUxiUJYTIeDJBabVPXfZYaxmsTd9/JWiblsm4whQCREokFqTi1miD0SbtFwvBYC3NrkvFqkz1nVQy7V47t0+tZj+aHN6k95r9qR63H2W2Nu0ej0YjfPS0XYd1LV3f7DMuSqQQeOdBpBAta+0+qiuNyEuREq+HYcB5AIl36c+OMWK9xXmHs3Y/am/SOLQQ9EP/5sZxGpdPUwhKqjej3ln2s3AnOq9ZlmVZlmVZlmVZ9ifJ7ZUsy7Isy7Isy7LszsvFa5ZlWZZlWZZlWXbn5eI1y7Isy7Isy7Isu/Ny8ZplWZZlWZZlWZbdebl4zbIsy7Isy7Isy+68XLxmWZZlWZZlWZZld14uXrMsy7Isy7Isy7I7LxevWZZlWZZlWZZl2Z2Xi9csy7Isy7Isy7LszsvFa5ZlWZZlWZZlWXbn5eI1y7Isy7Isy7Isu/Ny8ZplWZZlWZZlWZbdebl4zbIsy7Isy7Isy+68XLxmWZZlWZZlWZZld14uXrMsy7Isy7Isy7I7LxevWZZlWZZlWZZl2Z2Xi9csy7Isy7Isy7LszsvFa5ZlWZZlWZZlWXbn5eI1y7Isy7Isy7Isu/Ny8ZplWZZlWZZlWZbdebl4zbIsy7Isy7Isy+68XLxmWZZlWZZlWZZld14uXrMsy7Isy7Isy7I77/8DB+YbFxJH5SkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#@title Run on sample images {display-mode: \"form\"}\n",
    "\n",
    "SAMPLE_IMAGE = 'image2'  # @param ['image1', 'image2', 'image3']\n",
    "IMAGE_URL = ''  #@param {type:\"string\"}\n",
    "\n",
    "_SAMPLE_URL = ('https://github.com/tensorflow/models/blob/master/research/'\n",
    "               'deeplab/g3doc/img/%s.jpg?raw=true')\n",
    "\n",
    "\n",
    "def run_visualization(url):\n",
    "  \"\"\"Inferences DeepLab model and visualizes result.\"\"\"\n",
    "  try:\n",
    "    f = urllib.request.urlopen(url)\n",
    "    jpeg_str = f.read()\n",
    "    orignal_im = Image.open(BytesIO(jpeg_str))\n",
    "  except IOError:\n",
    "    print('Cannot retrieve image. Please check url: ' + url)\n",
    "    return\n",
    "\n",
    "  print('running deeplab on image %s...' % url)\n",
    "  resized_im, seg_map = MODEL.run(orignal_im)\n",
    "\n",
    "  vis_segmentation(resized_im, seg_map)\n",
    "\n",
    "\n",
    "image_url = IMAGE_URL or _SAMPLE_URL % SAMPLE_IMAGE\n",
    "run_visualization(image_url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     }
    },
    "colab_type": "code",
    "id": "7XrFNGsxzSIB"
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "colab": {
   "collapsed_sections": [],
   "default_view": {},
   "name": "DeepLab Demo.ipynb",
   "provenance": [],
   "version": "0.3.2",
   "views": {}
  },
  "kernelspec": {
   "display_name": "231n",
   "language": "python",
   "name": "231n"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
